Dataset info
| Number of variables | 128 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 22003 (3.4%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 4.9 MiB |
| Average record size in memory | 1.0 KiB |
Variables types
| Numeric | 48 |
|---|---|
| Categorical | 11 |
| Boolean | 49 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 20 |
| Unsupported | 0 |
Warnings
address has 245 (4.9%) zeros | Zeros |
addresscat is highly correlated with address (ρ = 0.9235209425) | Rejected |
agecat is highly correlated with age (ρ = 0.9698787511) | Rejected |
card2tenure has 89 (1.8%) zeros | Zeros |
card2tenurecat is highly correlated with card2tenure (ρ = 0.9243911464) | Rejected |
cardmon has 1419 (28.4%) zeros | Zeros |
cardten has 1420 (28.4%) zeros | Zeros |
cardtenure is highly correlated with card2tenure (ρ = 0.9629752995) | Rejected |
cardtenurecat is highly correlated with card2tenurecat (ρ = 0.9243052909) | Rejected |
cars has 497 (9.9%) zeros | Zeros |
commutecat is highly correlated with commute (ρ = 0.981171323) | Rejected |
edcat is highly correlated with ed (ρ = 0.9638959094) | Rejected |
employ has 659 (13.2%) zeros | Zeros |
equipmon is highly correlated with equip (ρ = 0.9405054161) | Rejected |
equipten has 3296 (65.9%) zeros | Zeros |
hourstv has 85 (1.7%) zeros | Zeros |
internet has 2498 (50.0%) zeros | Zeros |
lncardmon is highly correlated with cardmon (ρ = 0.9168665419) | Rejected |
lncardten has 1422 (28.4%) missing values | Missing |
lnequipmon is highly correlated with equipmon (ρ = 0.9793110404) | Rejected |
lnequipten has 3296 (65.9%) missing values | Missing |
lninc is highly correlated with inccat (ρ = 0.9487921563) | Rejected |
lnlongten is highly correlated with lnlongmon (ρ = 0.9217106724) | Rejected |
lntollmon has 2622 (52.4%) missing values | Missing |
lntollten is highly correlated with lnlongten (ρ = 0.9313928143) | Rejected |
lnwiremon has 3656 (73.1%) missing values | Missing |
lnwireten is highly correlated with lntollten (ρ = 0.9469067536) | Rejected |
longten is highly correlated with longmon (ρ = 0.9856982538) | Rejected |
pets has 1529 (30.6%) zeros | Zeros |
pets_birds has 4698 (94.0%) zeros | Zeros |
pets_cats has 3413 (68.3%) zeros | Zeros |
pets_dogs has 3762 (75.2%) zeros | Zeros |
pets_freshfish has 3462 (69.2%) zeros | Zeros |
pets_reptiles has 4818 (96.4%) zeros | Zeros |
pets_saltfish has 4942 (98.8%) zeros | Zeros |
pets_small has 4749 (95.0%) zeros | Zeros |
spoused is highly correlated with marital (ρ = 0.9557686636) | Rejected |
spousedcat is highly correlated with spoused (ρ = 0.9840285958) | Rejected |
tenure is highly correlated with lnlongten (ρ = 0.9268535788) | Rejected |
tollmon is highly correlated with lntollmon (ρ = 0.937831384) | Rejected |
tollten has 2622 (52.4%) zeros | Zeros |
wiremon is highly correlated with lnwiremon (ρ = 0.9538916564) | Rejected |
wireten has 3656 (73.1%) zeros | Zeros |
active
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2670 | 53.4% | |
| 1 | 2330 | 46.6% |
address
Numeric
| Distinct count | 57 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.4024 |
|---|---|
| Minimum | 0 |
| Maximum | 57 |
| Zeros (%) | 4.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| Median | 14 |
| Q3 | 25 |
| 95-th percentile | 40 |
| Maximum | 57 |
| Range | 57 |
| Interquartile range | 19 |
Descriptive statistics
| Standard deviation | 12.39748417 |
|---|---|
| Coef of variation | 0.755833547 |
| Kurtosis | -0.2296738333 |
| Mean | 16.4024 |
| MAD | 10.22343872 |
| Skewness | 0.7065456231 |
| Sum | 82012 |
| Variance | 153.6976138 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 245 | 4.9% | |
| 2 | 196 | 3.9% | |
| 4 | 195 | 3.9% | |
| 5 | 177 | 3.5% | |
| 3 | 172 | 3.4% | |
| 1 | 169 | 3.4% | |
| 8 | 169 | 3.4% | |
| 7 | 166 | 3.3% | |
| 12 | 166 | 3.3% | |
| 6 | 163 | 3.3% | |
| Other values (47) | 3182 | 63.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 245 | 4.9% | |
| 1 | 169 | 3.4% | |
| 2 | 196 | 3.9% | |
| 3 | 172 | 3.4% | |
| 4 | 195 | 3.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 57 | 3 | 0.1% | |
| 55 | 5 | 0.1% | |
| 54 | 1 | < 0.1% | |
| 53 | 6 | 0.1% | |
| 52 | 7 | 0.1% |
addresscat
Highly correlated
This variable is highly correlated with address and should be ignored for analysis
| Correlation | 0.9235209425 |
|---|
age
Numeric
| Distinct count | 62 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.0256 |
|---|---|
| Minimum | 18 |
| Maximum | 79 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| Median | 47 |
| Q3 | 62 |
| 95-th percentile | 76 |
| Maximum | 79 |
| Range | 61 |
| Interquartile range | 31 |
Descriptive statistics
| Standard deviation | 17.77033769 |
|---|---|
| Coef of variation | 0.3778864638 |
| Kurtosis | -1.187029996 |
| Mean | 47.0256 |
| MAD | 15.402768 |
| Skewness | 0.09076008705 |
| Sum | 235128 |
| Variance | 315.7849016 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 18 | 106 | 2.1% | |
| 35 | 102 | 2.0% | |
| 37 | 98 | 2.0% | |
| 24 | 97 | 1.9% | |
| 21 | 95 | 1.9% | |
| 63 | 95 | 1.9% | |
| 31 | 94 | 1.9% | |
| 57 | 93 | 1.9% | |
| 25 | 93 | 1.9% | |
| 36 | 92 | 1.8% | |
| Other values (52) | 4035 | 80.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 18 | 106 | 2.1% | |
| 19 | 78 | 1.6% | |
| 20 | 80 | 1.6% | |
| 21 | 95 | 1.9% | |
| 22 | 82 | 1.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 79 | 73 | 1.5% | |
| 78 | 70 | 1.4% | |
| 77 | 71 | 1.4% | |
| 76 | 58 | 1.2% | |
| 75 | 74 | 1.5% |
agecat
Highly correlated
This variable is highly correlated with age and should be ignored for analysis
| Correlation | 0.9698787511 |
|---|
bfast
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 1875 | 37.5% | |
| 1 | 1582 | 31.6% | |
| 2 | 1543 | 30.9% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
birthmonth
Categorical
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| September | 458 |
|---|---|
| May | 451 |
| June | 420 |
| Other values (9) |
| Value | Count | Frequency (%) | |
| September | 458 | 9.2% | |
| May | 451 | 9.0% | |
| June | 420 | 8.4% | |
| January | 420 | 8.4% | |
| February | 418 | 8.4% | |
| March | 416 | 8.3% | |
| July | 413 | 8.3% | |
| October | 410 | 8.2% | |
| August | 406 | 8.1% | |
| November | 399 | 8.0% | |
| Other values (2) | 789 | 15.8% |
| Max length | 9 |
|---|---|
| Mean length | 6.1616 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
callcard
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3581 | 71.6% | |
| 0 | 1419 | 28.4% |
callid
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2624 | 52.5% | |
| 1 | 2376 | 47.5% |
callwait
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2605 | 52.1% | |
| 1 | 2395 | 47.9% |
carbought
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| -1 | 497 |
| Value | Count | Frequency (%) | |
| 0 | 2901 | 58.0% | |
| 1 | 1602 | 32.0% | |
| -1 | 497 | 9.9% |
| Max length | 2 |
|---|---|
| Mean length | 1.0994 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
carbuy
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3195 | 63.9% | |
| 1 | 1805 | 36.1% |
carcatvalue
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | |
| 3 |
| Value | Count | Frequency (%) | |
| 1 | 2399 | 48.0% | |
| 2 | 1267 | 25.3% | |
| 3 | 837 | 16.7% | |
| -1 | 497 | 9.9% |
| Max length | 2 |
|---|---|
| Mean length | 1.0994 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
card
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.7142 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.184904705 |
|---|---|
| Coef of variation | 0.4365576247 |
| Kurtosis | -1.111220712 |
| Mean | 2.7142 |
| MAD | 1.03232344 |
| Skewness | 0.01533298718 |
| Sum | 13571 |
| Variance | 1.40399916 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 4 | 1344 | 26.9% | |
| 2 | 1247 | 24.9% | |
| 3 | 1200 | 24.0% | |
| 1 | 986 | 19.7% | |
| 5 | 223 | 4.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 986 | 19.7% | |
| 2 | 1247 | 24.9% | |
| 3 | 1200 | 24.0% | |
| 4 | 1344 | 26.9% | |
| 5 | 223 | 4.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 223 | 4.5% | |
| 4 | 1344 | 26.9% | |
| 3 | 1200 | 24.0% | |
| 2 | 1247 | 24.9% | |
| 1 | 986 | 19.7% |
card2
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.7744 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.173447926 |
|---|---|
| Coef of variation | 0.4229555675 |
| Kurtosis | -0.9179101004 |
| Mean | 2.7744 |
| MAD | 0.9913888 |
| Skewness | 0.08473611575 |
| Sum | 13872 |
| Variance | 1.376980036 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 3 | 1384 | 27.7% | |
| 2 | 1301 | 26.0% | |
| 4 | 1141 | 22.8% | |
| 1 | 829 | 16.6% | |
| 5 | 345 | 6.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 829 | 16.6% | |
| 2 | 1301 | 26.0% | |
| 3 | 1384 | 27.7% | |
| 4 | 1141 | 22.8% | |
| 5 | 345 | 6.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 345 | 6.9% | |
| 4 | 1141 | 22.8% | |
| 3 | 1384 | 27.7% | |
| 2 | 1301 | 26.0% | |
| 1 | 829 | 16.6% |
card2benefit
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 2 |
| Value | Count | Frequency (%) | |
| 4 | 1294 | 25.9% | |
| 3 | 1286 | 25.7% | |
| 2 | 1216 | 24.3% | |
| 1 | 1204 | 24.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
card2fee
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4064 | 81.3% | |
| 1 | 936 | 18.7% |
card2tenure
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 13.0844 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 1.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| Median | 12 |
| Q3 | 21 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 9.119402905 |
|---|---|
| Coef of variation | 0.696967603 |
| Kurtosis | -1.133717358 |
| Mean | 13.0844 |
| MAD | 7.894084 |
| Skewness | 0.3516751981 |
| Sum | 65422 |
| Variance | 83.16350934 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 2 | 304 | 6.1% | |
| 1 | 276 | 5.5% | |
| 3 | 259 | 5.2% | |
| 4 | 250 | 5.0% | |
| 6 | 208 | 4.2% | |
| 5 | 206 | 4.1% | |
| 7 | 200 | 4.0% | |
| 10 | 181 | 3.6% | |
| 30 | 178 | 3.6% | |
| 8 | 177 | 3.5% | |
| Other values (21) | 2761 | 55.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 89 | 1.8% | |
| 1 | 276 | 5.5% | |
| 2 | 304 | 6.1% | |
| 3 | 259 | 5.2% | |
| 4 | 250 | 5.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 30 | 178 | 3.6% | |
| 29 | 156 | 3.1% | |
| 28 | 137 | 2.7% | |
| 27 | 100 | 2.0% | |
| 26 | 120 | 2.4% |
card2tenurecat
Highly correlated
This variable is highly correlated with card2tenure and should be ignored for analysis
| Correlation | 0.9243911464 |
|---|
card2type
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 2 |
| Value | Count | Frequency (%) | |
| 4 | 1319 | 26.4% | |
| 3 | 1257 | 25.1% | |
| 2 | 1235 | 24.7% | |
| 1 | 1189 | 23.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
cardbenefit
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 4 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 1274 | 25.5% | |
| 4 | 1250 | 25.0% | |
| 1 | 1245 | 24.9% | |
| 2 | 1231 | 24.6% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
cardfee
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4051 | 81.0% | |
| 1 | 949 | 19.0% |
cardmon
Numeric
| Distinct count | 271 |
|---|---|
| Unique (%) | 5.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 15.44385 |
|---|---|
| Minimum | 0 |
| Maximum | 188.5 |
| Zeros (%) | 28.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 13.75 |
| Q3 | 22.75 |
| 95-th percentile | 42 |
| Maximum | 188.5 |
| Range | 188.5 |
| Interquartile range | 22.75 |
Descriptive statistics
| Standard deviation | 15.00756909 |
|---|---|
| Coef of variation | 0.9717505087 |
| Kurtosis | 7.167082585 |
| Mean | 15.44385 |
| MAD | 11.2445612 |
| Skewness | 1.687652851 |
| Sum | 77219.25 |
| Variance | 225.2271301 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 1419 | 28.4% | |
| 13.25 | 53 | 1.1% | |
| 11.5 | 52 | 1.0% | |
| 16.5 | 49 | 1.0% | |
| 16.25 | 49 | 1.0% | |
| 13.75 | 47 | 0.9% | |
| 18.25 | 45 | 0.9% | |
| 13.5 | 45 | 0.9% | |
| 14.25 | 44 | 0.9% | |
| 15 | 44 | 0.9% | |
| Other values (261) | 3153 | 63.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1419 | 28.4% | |
| 3.25 | 1 | < 0.1% | |
| 3.75 | 1 | < 0.1% | |
| 4 | 3 | 0.1% | |
| 4.25 | 9 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 188.5 | 1 | < 0.1% | |
| 138.25 | 1 | < 0.1% | |
| 104.5 | 1 | < 0.1% | |
| 102 | 1 | < 0.1% | |
| 100.25 | 1 | < 0.1% |
cardten
Numeric
| Distinct count | 698 |
|---|---|
| Unique (%) | 14.0% |
| Missing (%) | < 0.1% |
| Missing (n) | 2 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 720.4783914 |
|---|---|
| Minimum | 0 |
| Maximum | 13705 |
| Zeros (%) | 28.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 425 |
| Q3 | 1080 |
| 95-th percentile | 2455.75 |
| Maximum | 13705 |
| Range | 13705 |
| Interquartile range | 1080 |
Descriptive statistics
| Standard deviation | 922.2255266 |
|---|---|
| Coef of variation | 1.280018301 |
| Kurtosis | 15.16275134 |
| Mean | 720.4783914 |
| MAD | 667.3656836 |
| Skewness | 2.645855077 |
| Sum | 3600951 |
| Variance | 850499.9219 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 1420 | 28.4% | |
| 590 | 21 | 0.4% | |
| 200 | 20 | 0.4% | |
| 380 | 20 | 0.4% | |
| 45 | 19 | 0.4% | |
| 195 | 19 | 0.4% | |
| 500 | 19 | 0.4% | |
| 330 | 18 | 0.4% | |
| 220 | 18 | 0.4% | |
| 435 | 18 | 0.4% | |
| Other values (687) | 3406 | 68.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1420 | 28.4% | |
| 4.75 | 1 | < 0.1% | |
| 5 | 17 | 0.3% | |
| 5.25 | 1 | < 0.1% | |
| 7.75 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13705 | 1 | < 0.1% | |
| 9920 | 1 | < 0.1% | |
| 7310 | 1 | < 0.1% | |
| 7115 | 1 | < 0.1% | |
| 6440 | 1 | < 0.1% |
cardtenure
Highly correlated
This variable is highly correlated with card2tenure and should be ignored for analysis
| Correlation | 0.9629752995 |
|---|
cardtenurecat
Highly correlated
This variable is highly correlated with card2tenurecat and should be ignored for analysis
| Correlation | 0.9243052909 |
|---|
cardtype
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 1260 | 25.2% | |
| 3 | 1257 | 25.1% | |
| 1 | 1242 | 24.8% | |
| 2 | 1241 | 24.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
carown
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | |
| -1 | 497 |
| Value | Count | Frequency (%) | |
| 1 | 3704 | 74.1% | |
| 0 | 799 | 16.0% | |
| -1 | 497 | 9.9% |
| Max length | 2 |
|---|---|
| Mean length | 1.0994 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
cars
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.1306 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 9.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.307472958 |
|---|---|
| Coef of variation | 0.6136642065 |
| Kurtosis | 0.3283876837 |
| Mean | 2.1306 |
| MAD | 1.01356952 |
| Skewness | 0.5017223598 |
| Sum | 10653 |
| Variance | 1.709485537 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 2 | 1607 | 32.1% | |
| 1 | 1119 | 22.4% | |
| 3 | 1082 | 21.6% | |
| 0 | 497 | 9.9% | |
| 4 | 481 | 9.6% | |
| 5 | 149 | 3.0% | |
| 6 | 51 | 1.0% | |
| 7 | 13 | 0.3% | |
| 8 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 497 | 9.9% | |
| 1 | 1119 | 22.4% | |
| 2 | 1607 | 32.1% | |
| 3 | 1082 | 21.6% | |
| 4 | 481 | 9.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 7 | 13 | 0.3% | |
| 6 | 51 | 1.0% | |
| 5 | 149 | 3.0% | |
| 4 | 481 | 9.6% |
cartype
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| -1 |
| Value | Count | Frequency (%) | |
| 0 | 2287 | 45.7% | |
| 1 | 2216 | 44.3% | |
| -1 | 497 | 9.9% |
| Max length | 2 |
|---|---|
| Mean length | 1.0994 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
carvalue
Numeric
| Distinct count | 801 |
|---|---|
| Unique (%) | 16.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 23.23258 |
|---|---|
| Minimum | -1 |
| Maximum | 99.6 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 9.2 |
| Median | 17 |
| Q3 | 31.1 |
| 95-th percentile | 72 |
| Maximum | 99.6 |
| Range | 100.6 |
| Interquartile range | 21.9 |
Descriptive statistics
| Standard deviation | 21.2316367 |
|---|---|
| Coef of variation | 0.9138733925 |
| Kurtosis | 1.951706615 |
| Mean | 23.23258 |
| MAD | 15.90401841 |
| Skewness | 1.474026141 |
| Sum | 116162.9 |
| Variance | 450.782397 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| -1 | 497 | 9.9% | |
| 9.8 | 25 | 0.5% | |
| 13.5 | 24 | 0.5% | |
| 6.3 | 24 | 0.5% | |
| 10.2 | 23 | 0.5% | |
| 13 | 23 | 0.5% | |
| 11.4 | 22 | 0.4% | |
| 9.1 | 22 | 0.4% | |
| 9.2 | 22 | 0.4% | |
| 9.9 | 22 | 0.4% | |
| Other values (791) | 4296 | 85.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1 | 497 | 9.9% | |
| 2.2 | 1 | < 0.1% | |
| 2.3 | 1 | < 0.1% | |
| 2.4 | 1 | < 0.1% | |
| 2.5 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 99.6 | 1 | < 0.1% | |
| 99.2 | 1 | < 0.1% | |
| 98.8 | 1 | < 0.1% | |
| 98.5 | 4 | 0.1% | |
| 98.2 | 1 | < 0.1% |
churn
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3734 | 74.7% | |
| 1 | 1266 | 25.3% |
commute
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9962 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.743517986 |
|---|---|
| Coef of variation | 0.9156658386 |
| Kurtosis | -0.04557220383 |
| Mean | 2.9962 |
| MAD | 2.2995844 |
| Skewness | 1.127698726 |
| Sum | 14981 |
| Variance | 7.526890938 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 1 | 2855 | 57.1% | |
| 4 | 635 | 12.7% | |
| 8 | 585 | 11.7% | |
| 5 | 302 | 6.0% | |
| 3 | 295 | 5.9% | |
| 10 | 153 | 3.1% | |
| 7 | 56 | 1.1% | |
| 2 | 50 | 1.0% | |
| 6 | 44 | 0.9% | |
| 9 | 25 | 0.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2855 | 57.1% | |
| 2 | 50 | 1.0% | |
| 3 | 295 | 5.9% | |
| 4 | 635 | 12.7% | |
| 5 | 302 | 6.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 153 | 3.1% | |
| 9 | 25 | 0.5% | |
| 8 | 585 | 11.7% | |
| 7 | 56 | 1.1% | |
| 6 | 44 | 0.9% |
commutebike
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 617 |
| Value | Count | Frequency (%) | |
| 0 | 4383 | 87.7% | |
| 1 | 617 | 12.3% |
commutebus
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2970 | 59.4% | |
| 1 | 2030 | 40.6% |
commutecar
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3395 | 67.9% | |
| 0 | 1605 | 32.1% |
commutecarpool
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3641 | 72.8% | |
| 1 | 1359 | 27.2% |
commutecat
Highly correlated
This variable is highly correlated with commute and should be ignored for analysis
| Correlation | 0.981171323 |
|---|
commutemotorcycle
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 513 |
| Value | Count | Frequency (%) | |
| 0 | 4487 | 89.7% | |
| 1 | 513 | 10.3% |
commutenonmotor
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 292 |
| Value | Count | Frequency (%) | |
| 0 | 4708 | 94.2% | |
| 1 | 292 | 5.8% |
commutepublic
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 477 |
| Value | Count | Frequency (%) | |
| 0 | 4523 | 90.5% | |
| 1 | 477 | 9.5% |
commuterail
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3627 | 72.5% | |
| 1 | 1373 | 27.5% |
commutetime
Numeric
| Distinct count | 42 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | < 0.1% |
| Missing (n) | 2 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.34553822 |
|---|---|
| Minimum | 8 |
| Maximum | 48 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 21 |
| Median | 25 |
| Q3 | 29 |
| 95-th percentile | 35 |
| Maximum | 48 |
| Range | 40 |
| Interquartile range | 8 |
Descriptive statistics
| Standard deviation | 5.879148725 |
|---|---|
| Coef of variation | 0.2319599085 |
| Kurtosis | 0.1348687314 |
| Mean | 25.34553822 |
| MAD | 4.689455214 |
| Skewness | 0.2902796332 |
| Sum | 126677 |
| Variance | 34.56438973 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 24 | 336 | 6.7% | |
| 23 | 335 | 6.7% | |
| 27 | 331 | 6.6% | |
| 25 | 330 | 6.6% | |
| 22 | 325 | 6.5% | |
| 26 | 311 | 6.2% | |
| 21 | 307 | 6.1% | |
| 28 | 293 | 5.9% | |
| 29 | 260 | 5.2% | |
| 30 | 226 | 4.5% | |
| Other values (31) | 1944 | 38.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 9 | 6 | 0.1% | |
| 10 | 4 | 0.1% | |
| 11 | 9 | 0.2% | |
| 12 | 22 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 48 | 1 | < 0.1% | |
| 47 | 1 | < 0.1% | |
| 46 | 6 | 0.1% | |
| 45 | 4 | 0.1% | |
| 44 | 4 | 0.1% |
commutewalk
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3081 | 61.6% | |
| 1 | 1919 | 38.4% |
confer
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2610 | 52.2% | |
| 1 | 2390 | 47.8% |
creddebt
Numeric
| Distinct count | 4950 |
|---|---|
| Unique (%) | 99.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.857325646 |
|---|---|
| Minimum | 0 |
| Maximum | 109.072596 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.101088 |
| Q1 | 0.3855195 |
| Median | 0.926437 |
| Q3 | 2.06382 |
| 95-th percentile | 6.3730104 |
| Maximum | 109.072596 |
| Range | 109.072596 |
| Interquartile range | 1.6783005 |
Descriptive statistics
| Standard deviation | 3.41573197 |
|---|---|
| Coef of variation | 1.839059283 |
| Kurtosis | 248.5334273 |
| Mean | 1.857325646 |
| MAD | 1.669040643 |
| Skewness | 11.12004134 |
| Sum | 9286.628229 |
| Variance | 11.66722489 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0.272 | 2 | < 0.1% | |
| 0.235872 | 2 | < 0.1% | |
| 0.17172 | 2 | < 0.1% | |
| 0.316008 | 2 | < 0.1% | |
| 1.6744 | 2 | < 0.1% | |
| 1.254 | 2 | < 0.1% | |
| 0.658368 | 2 | < 0.1% | |
| 0.129778 | 2 | < 0.1% | |
| 0.49842 | 2 | < 0.1% | |
| 0.66528 | 2 | < 0.1% | |
| Other values (4940) | 4980 | 99.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.001364 | 1 | < 0.1% | |
| 0.00341 | 1 | < 0.1% | |
| 0.00494 | 1 | < 0.1% | |
| 0.006344 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 109.072596 | 1 | < 0.1% | |
| 67.49085 | 1 | < 0.1% | |
| 48.704524 | 1 | < 0.1% | |
| 44.24556 | 1 | < 0.1% | |
| 42.0985 | 1 | < 0.1% |
debtinc
Numeric
| Distinct count | 325 |
|---|---|
| Unique (%) | 6.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.95416 |
|---|---|
| Minimum | 0 |
| Maximum | 43.1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5.1 |
| Median | 8.8 |
| Q3 | 13.6 |
| 95-th percentile | 22.2 |
| Maximum | 43.1 |
| Range | 43.1 |
| Interquartile range | 8.5 |
Descriptive statistics
| Standard deviation | 6.399783288 |
|---|---|
| Coef of variation | 0.6429254993 |
| Kurtosis | 1.37645844 |
| Mean | 9.95416 |
| MAD | 5.021084064 |
| Skewness | 1.061933558 |
| Sum | 49770.8 |
| Variance | 40.95722614 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 7 | 48 | 1.0% | |
| 6.9 | 46 | 0.9% | |
| 4.1 | 46 | 0.9% | |
| 5.4 | 45 | 0.9% | |
| 4.4 | 42 | 0.8% | |
| 6.6 | 42 | 0.8% | |
| 7.3 | 41 | 0.8% | |
| 5.9 | 39 | 0.8% | |
| 11.3 | 39 | 0.8% | |
| 5.5 | 38 | 0.8% | |
| Other values (315) | 4574 | 91.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.1 | 6 | 0.1% | |
| 0.2 | 2 | < 0.1% | |
| 0.3 | 5 | 0.1% | |
| 0.4 | 6 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 43.1 | 1 | < 0.1% | |
| 41.7 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 40.7 | 1 | < 0.1% | |
| 38.2 | 1 | < 0.1% |
default
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3829 | 76.6% | |
| 1 | 1171 | 23.4% |
ebill
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3257 | 65.1% | |
| 1 | 1743 | 34.9% |
ed
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.543 |
|---|---|
| Minimum | 6 |
| Maximum | 23 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 12 |
| Median | 14 |
| Q3 | 17 |
| 95-th percentile | 20 |
| Maximum | 23 |
| Range | 17 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 3.281082763 |
|---|---|
| Coef of variation | 0.2256125121 |
| Kurtosis | -0.6070629191 |
| Mean | 14.543 |
| MAD | 2.7074236 |
| Skewness | 0.003733520921 |
| Sum | 72715 |
| Variance | 10.7655041 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 14 | 569 | 11.4% | |
| 15 | 536 | 10.7% | |
| 13 | 531 | 10.6% | |
| 16 | 486 | 9.7% | |
| 12 | 467 | 9.3% | |
| 17 | 454 | 9.1% | |
| 11 | 362 | 7.2% | |
| 18 | 349 | 7.0% | |
| 19 | 308 | 6.2% | |
| 10 | 260 | 5.2% | |
| Other values (8) | 678 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 8 | 0.2% | |
| 7 | 31 | 0.6% | |
| 8 | 107 | 2.1% | |
| 9 | 178 | 3.6% | |
| 10 | 260 | 5.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 23 | 4 | 0.1% | |
| 22 | 33 | 0.7% | |
| 21 | 111 | 2.2% | |
| 20 | 206 | 4.1% | |
| 19 | 308 | 6.2% |
edcat
Highly correlated
This variable is highly correlated with ed and should be ignored for analysis
| Correlation | 0.9638959094 |
|---|
empcat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9326 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.453299575 |
|---|---|
| Coef of variation | 0.4955669288 |
| Kurtosis | -1.335449666 |
| Mean | 2.9326 |
| MAD | 1.25033312 |
| Skewness | 0.1513485346 |
| Sum | 14663 |
| Variance | 2.112079656 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 2 | 1180 | 23.6% | |
| 5 | 1135 | 22.7% | |
| 1 | 1048 | 21.0% | |
| 3 | 968 | 19.4% | |
| 4 | 669 | 13.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1048 | 21.0% | |
| 2 | 1180 | 23.6% | |
| 3 | 968 | 19.4% | |
| 4 | 669 | 13.4% | |
| 5 | 1135 | 22.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1135 | 22.7% | |
| 4 | 669 | 13.4% | |
| 3 | 968 | 19.4% | |
| 2 | 1180 | 23.6% | |
| 1 | 1048 | 21.0% |
employ
Numeric
| Distinct count | 52 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.7304 |
|---|---|
| Minimum | 0 |
| Maximum | 52 |
| Zeros (%) | 13.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| Median | 7 |
| Q3 | 15 |
| 95-th percentile | 31 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range | 13 |
Descriptive statistics
| Standard deviation | 9.690928679 |
|---|---|
| Coef of variation | 0.9959435048 |
| Kurtosis | 1.052865428 |
| Mean | 9.7304 |
| MAD | 7.66462912 |
| Skewness | 1.251917702 |
| Sum | 48652 |
| Variance | 93.91409866 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 659 | 13.2% | |
| 1 | 389 | 7.8% | |
| 2 | 318 | 6.4% | |
| 3 | 309 | 6.2% | |
| 4 | 293 | 5.9% | |
| 5 | 260 | 5.2% | |
| 6 | 250 | 5.0% | |
| 7 | 191 | 3.8% | |
| 8 | 187 | 3.7% | |
| 11 | 184 | 3.7% | |
| Other values (42) | 1960 | 39.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 659 | 13.2% | |
| 1 | 389 | 7.8% | |
| 2 | 318 | 6.4% | |
| 3 | 309 | 6.2% | |
| 4 | 293 | 5.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 52 | 1 | < 0.1% | |
| 51 | 1 | < 0.1% | |
| 49 | 1 | < 0.1% | |
| 48 | 1 | < 0.1% | |
| 47 | 1 | < 0.1% |
equip
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 1 | 1704 | 34.1% |
equipmon
Highly correlated
This variable is highly correlated with equip and should be ignored for analysis
| Correlation | 0.9405054161 |
|---|
equipten
Numeric
| Distinct count | 1683 |
|---|---|
| Unique (%) | 33.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 470.1764 |
|---|---|
| Minimum | 0 |
| Maximum | 6525.3 |
| Zeros (%) | 65.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 510.1625 |
| 95-th percentile | 2600.99 |
| Maximum | 6525.3 |
| Range | 6525.3 |
| Interquartile range | 510.1625 |
Descriptive statistics
| Standard deviation | 912.2206241 |
|---|---|
| Coef of variation | 1.940166763 |
| Kurtosis | 4.786260303 |
| Mean | 470.1764 |
| MAD | 664.550161 |
| Skewness | 2.21494878 |
| Sum | 2350882 |
| Variance | 832146.4671 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 1259.35 | 2 | < 0.1% | |
| 446.45 | 2 | < 0.1% | |
| 1918.8 | 2 | < 0.1% | |
| 824.3 | 2 | < 0.1% | |
| 2778.3 | 2 | < 0.1% | |
| 723.2 | 2 | < 0.1% | |
| 163.4 | 2 | < 0.1% | |
| 206.7 | 2 | < 0.1% | |
| 224.7 | 2 | < 0.1% | |
| Other values (1673) | 1686 | 33.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 12.05 | 1 | < 0.1% | |
| 14.65 | 1 | < 0.1% | |
| 14.85 | 1 | < 0.1% | |
| 16.1 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6525.3 | 1 | < 0.1% | |
| 6158.95 | 1 | < 0.1% | |
| 6014.7 | 1 | < 0.1% | |
| 5996.85 | 1 | < 0.1% | |
| 5174.45 | 1 | < 0.1% |
forward
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2597 | 51.9% | |
| 1 | 2403 | 48.1% |
gender
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 2518 | 50.4% | |
| 0 | 2482 | 49.6% |
homeown
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3148 | 63.0% | |
| 0 | 1852 | 37.0% |
hometype
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | |
| 3 |
| Value | Count | Frequency (%) | |
| 1 | 2265 | 45.3% | |
| 2 | 1548 | 31.0% | |
| 3 | 896 | 17.9% | |
| 4 | 291 | 5.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
hourstv
Numeric
| Distinct count | 32 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19.645 |
|---|---|
| Minimum | 0 |
| Maximum | 36 |
| Zeros (%) | 1.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 17 |
| Median | 20 |
| Q3 | 23 |
| 95-th percentile | 28 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 5.165608551 |
|---|---|
| Coef of variation | 0.2629477501 |
| Kurtosis | 2.348421771 |
| Mean | 19.645 |
| MAD | 3.862194 |
| Skewness | -0.6447121586 |
| Sum | 98225 |
| Variance | 26.6835117 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 20 | 451 | 9.0% | |
| 19 | 445 | 8.9% | |
| 21 | 440 | 8.8% | |
| 18 | 413 | 8.3% | |
| 22 | 371 | 7.4% | |
| 17 | 350 | 7.0% | |
| 16 | 309 | 6.2% | |
| 23 | 301 | 6.0% | |
| 15 | 263 | 5.3% | |
| 24 | 248 | 5.0% | |
| Other values (22) | 1409 | 28.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 85 | 1.7% | |
| 6 | 1 | < 0.1% | |
| 7 | 3 | 0.1% | |
| 8 | 9 | 0.2% | |
| 9 | 13 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 36 | 3 | 0.1% | |
| 35 | 6 | 0.1% | |
| 34 | 9 | 0.2% | |
| 33 | 8 | 0.2% | |
| 32 | 10 | 0.2% |
inccat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.3922 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.221260601 |
|---|---|
| Coef of variation | 0.5105177665 |
| Kurtosis | -0.5478133878 |
| Mean | 2.3922 |
| MAD | 1.02256376 |
| Skewness | 0.6595016048 |
| Sum | 11961 |
| Variance | 1.491477455 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 2 | 1797 | 35.9% | |
| 1 | 1330 | 26.6% | |
| 3 | 839 | 16.8% | |
| 4 | 650 | 13.0% | |
| 5 | 384 | 7.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1330 | 26.6% | |
| 2 | 1797 | 35.9% | |
| 3 | 839 | 16.8% | |
| 4 | 650 | 13.0% | |
| 5 | 384 | 7.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 384 | 7.7% | |
| 4 | 650 | 13.0% | |
| 3 | 839 | 16.8% | |
| 2 | 1797 | 35.9% | |
| 1 | 1330 | 26.6% |
income
Numeric
| Distinct count | 266 |
|---|---|
| Unique (%) | 5.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 54.7596 |
|---|---|
| Minimum | 9 |
| Maximum | 1073 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 24 |
| Median | 38 |
| Q3 | 67 |
| 95-th percentile | 147 |
| Maximum | 1073 |
| Range | 1064 |
| Interquartile range | 43 |
Descriptive statistics
| Standard deviation | 55.37751115 |
|---|---|
| Coef of variation | 1.01128407 |
| Kurtosis | 57.07703653 |
| Mean | 54.7596 |
| MAD | 34.06261792 |
| Skewness | 5.179216362 |
| Sum | 273798 |
| Variance | 3066.668742 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 22 | 112 | 2.2% | |
| 29 | 109 | 2.2% | |
| 25 | 108 | 2.2% | |
| 20 | 102 | 2.0% | |
| 30 | 102 | 2.0% | |
| 18 | 100 | 2.0% | |
| 23 | 100 | 2.0% | |
| 24 | 99 | 2.0% | |
| 32 | 93 | 1.9% | |
| 16 | 91 | 1.8% | |
| Other values (256) | 3984 | 79.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9 | 83 | 1.7% | |
| 10 | 55 | 1.1% | |
| 11 | 57 | 1.1% | |
| 12 | 52 | 1.0% | |
| 13 | 56 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1073 | 1 | < 0.1% | |
| 995 | 1 | < 0.1% | |
| 780 | 1 | < 0.1% | |
| 642 | 1 | < 0.1% | |
| 575 | 1 | < 0.1% |
internet
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1996 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 50.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.449337765 |
|---|---|
| Coef of variation | 1.208184199 |
| Kurtosis | -0.8385647798 |
| Mean | 1.1996 |
| MAD | 1.26043648 |
| Skewness | 0.8084050647 |
| Sum | 5998 |
| Variance | 2.100579956 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2498 | 50.0% | |
| 1 | 774 | 15.5% | |
| 3 | 598 | 12.0% | |
| 4 | 585 | 11.7% | |
| 2 | 545 | 10.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2498 | 50.0% | |
| 1 | 774 | 15.5% | |
| 2 | 545 | 10.9% | |
| 3 | 598 | 12.0% | |
| 4 | 585 | 11.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 585 | 11.7% | |
| 3 | 598 | 12.0% | |
| 2 | 545 | 10.9% | |
| 1 | 774 | 15.5% | |
| 0 | 2498 | 50.0% |
jobcat
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.7528 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.737899945 |
|---|---|
| Coef of variation | 0.631320817 |
| Kurtosis | -0.7587698514 |
| Mean | 2.7528 |
| MAD | 1.46699136 |
| Skewness | 0.7980652472 |
| Sum | 13764 |
| Variance | 3.020296219 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 2 | 1640 | 32.8% | |
| 1 | 1388 | 27.8% | |
| 6 | 688 | 13.8% | |
| 3 | 620 | 12.4% | |
| 5 | 452 | 9.0% | |
| 4 | 212 | 4.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1388 | 27.8% | |
| 2 | 1640 | 32.8% | |
| 3 | 620 | 12.4% | |
| 4 | 212 | 4.2% | |
| 5 | 452 | 9.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 688 | 13.8% | |
| 5 | 452 | 9.0% | |
| 4 | 212 | 4.2% | |
| 3 | 620 | 12.4% | |
| 2 | 1640 | 32.8% |
jobsat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9642 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.37945603 |
|---|---|
| Coef of variation | 0.4653721174 |
| Kurtosis | -1.236731377 |
| Mean | 2.9642 |
| MAD | 1.16367408 |
| Skewness | 0.02675024957 |
| Sum | 14821 |
| Variance | 1.90289894 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 3 | 1085 | 21.7% | |
| 2 | 1031 | 20.6% | |
| 4 | 1016 | 20.3% | |
| 1 | 975 | 19.5% | |
| 5 | 893 | 17.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 975 | 19.5% | |
| 2 | 1031 | 20.6% | |
| 3 | 1085 | 21.7% | |
| 4 | 1016 | 20.3% | |
| 5 | 893 | 17.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 893 | 17.9% | |
| 4 | 1016 | 20.3% | |
| 3 | 1085 | 21.7% | |
| 2 | 1031 | 20.6% | |
| 1 | 975 | 19.5% |
lncardmon
Highly correlated
This variable is highly correlated with cardmon and should be ignored for analysis
| Correlation | 0.9168665419 |
|---|
lncardten
Numeric
| Distinct count | 697 |
|---|---|
| Unique (%) | 13.9% |
| Missing (%) | 28.4% |
| Missing (n) | 1422 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.42630873 |
|---|---|
| Minimum | 1.558144618 |
| Maximum | 9.525516009 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.558144618 |
|---|---|
| 5-th percentile | 4.094344562 |
| Q1 | 5.857933154 |
| Median | 6.639875834 |
| Q3 | 7.218909708 |
| 95-th percentile | 7.923257452 |
| Maximum | 9.525516009 |
| Range | 7.967371391 |
| Interquartile range | 1.360976553 |
Descriptive statistics
| Standard deviation | 1.172049668 |
|---|---|
| Coef of variation | 0.1823830316 |
| Kurtosis | 2.026584691 |
| Mean | 6.42630873 |
| MAD | 0.8842663989 |
| Skewness | -1.171372066 |
| Sum | 22993.33264 |
| Variance | 1.373700425 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 6.380122537 | 21 | 0.4% | |
| 5.940171253 | 20 | 0.4% | |
| 5.298317367 | 20 | 0.4% | |
| 3.80666249 | 19 | 0.4% | |
| 5.272999559 | 19 | 0.4% | |
| 6.214608098 | 19 | 0.4% | |
| 6.075346031 | 18 | 0.4% | |
| 5.686975356 | 18 | 0.4% | |
| 5.799092654 | 18 | 0.4% | |
| 5.393627546 | 18 | 0.4% | |
| Other values (686) | 3388 | 67.8% | |
| (Missing) | 1422 | 28.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.558144618 | 1 | < 0.1% | |
| 1.609437912 | 17 | 0.3% | |
| 1.658228077 | 1 | < 0.1% | |
| 2.047692843 | 1 | < 0.1% | |
| 2.079441542 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9.525516009 | 1 | < 0.1% | |
| 9.2023082 | 1 | < 0.1% | |
| 8.896998553 | 1 | < 0.1% | |
| 8.869960511 | 1 | < 0.1% | |
| 8.770283819 | 1 | < 0.1% |
lncreddebt
Numeric
| Distinct count | 4942 |
|---|---|
| Unique (%) | 98.8% |
| Missing (%) | < 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -0.1304535217 |
|---|---|
| Minimum | -6.59733372 |
| Maximum | 4.692013679 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -6.59733372 |
|---|---|
| 5-th percentile | -2.291603612 |
| Q1 | -0.9526851128 |
| Median | -0.07610596682 |
| Q3 | 0.7246652046 |
| 95-th percentile | 1.852297333 |
| Maximum | 4.692013679 |
| Range | 11.2893474 |
| Interquartile range | 1.677350317 |
Descriptive statistics
| Standard deviation | 1.273058389 |
|---|---|
| Coef of variation | -9.758712315 |
| Kurtosis | 0.4926200073 |
| Mean | -0.1304535217 |
| MAD | 0.9985671867 |
| Skewness | -0.2950873094 |
| Sum | -652.1371549 |
| Variance | 1.620677661 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0.2263384422 | 2 | < 0.1% | |
| -0.5028574541 | 2 | < 0.1% | |
| -0.981229333 | 2 | < 0.1% | |
| -1.761890036 | 2 | < 0.1% | |
| -0.12284583 | 2 | < 0.1% | |
| -0.9930637907 | 2 | < 0.1% | |
| -1.151987749 | 2 | < 0.1% | |
| 0.0174469136 | 2 | < 0.1% | |
| -2.041929981 | 2 | < 0.1% | |
| -1.444465994 | 2 | < 0.1% | |
| Other values (4931) | 4979 | 99.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -6.59733372 | 1 | < 0.1% | |
| -5.681042988 | 1 | < 0.1% | |
| -5.310389948 | 1 | < 0.1% | |
| -5.060245795 | 1 | < 0.1% | |
| -4.944145553 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.692013679 | 1 | < 0.1% | |
| 4.211992033 | 1 | < 0.1% | |
| 3.885771921 | 1 | < 0.1% | |
| 3.789755027 | 1 | < 0.1% | |
| 3.740012111 | 1 | < 0.1% |
lnequipmon
Highly correlated
This variable is highly correlated with equipmon and should be ignored for analysis
| Correlation | 0.9793110404 |
|---|
lnequipten
Numeric
| Distinct count | 1683 |
|---|---|
| Unique (%) | 33.7% |
| Missing (%) | 65.9% |
| Missing (n) | 3296 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.747296394 |
|---|---|
| Minimum | 2.48906466 |
| Maximum | 8.783442208 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.48906466 |
|---|---|
| 5-th percentile | 4.251229863 |
| Q1 | 6.171570108 |
| Median | 7.050556063 |
| Q3 | 7.649835304 |
| 95-th percentile | 8.117630841 |
| Maximum | 8.783442208 |
| Range | 6.294377548 |
| Interquartile range | 1.478265196 |
Descriptive statistics
| Standard deviation | 1.19923353 |
|---|---|
| Coef of variation | 0.1777354158 |
| Kurtosis | 0.8131512613 |
| Mean | 6.747296394 |
| MAD | 0.9415741024 |
| Skewness | -1.106618609 |
| Sum | 11497.39306 |
| Variance | 1.43816106 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 7.138350994 | 2 | < 0.1% | |
| 3.701301974 | 2 | < 0.1% | |
| 7.55945527 | 2 | < 0.1% | |
| 7.929594509 | 2 | < 0.1% | |
| 6.550651672 | 2 | < 0.1% | |
| 6.350623902 | 2 | < 0.1% | |
| 6.616466711 | 2 | < 0.1% | |
| 7.765526671 | 2 | < 0.1% | |
| 6.714534541 | 2 | < 0.1% | |
| 5.033700567 | 2 | < 0.1% | |
| Other values (1672) | 1684 | 33.7% | |
| (Missing) | 3296 | 65.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.48906466 | 1 | < 0.1% | |
| 2.684440335 | 1 | < 0.1% | |
| 2.697999865 | 1 | < 0.1% | |
| 2.778819272 | 1 | < 0.1% | |
| 2.839078464 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8.783442208 | 1 | < 0.1% | |
| 8.725661587 | 1 | < 0.1% | |
| 8.701961752 | 1 | < 0.1% | |
| 8.69898961 | 1 | < 0.1% | |
| 8.551488332 | 1 | < 0.1% |
lninc
Highly correlated
This variable is highly correlated with inccat and should be ignored for analysis
| Correlation | 0.9487921563 |
|---|
lnlongmon
Numeric
| Distinct count | 866 |
|---|---|
| Unique (%) | 17.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.288779163 |
|---|---|
| Minimum | -0.1053605157 |
| Maximum | 5.19212317 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | -0.1053605157 |
|---|---|
| 5-th percentile | 1.064710737 |
| Q1 | 1.740466175 |
| Median | 2.256541154 |
| Q3 | 2.806386102 |
| 95-th percentile | 3.604341892 |
| Maximum | 5.19212317 |
| Range | 5.297483686 |
| Interquartile range | 1.065919927 |
Descriptive statistics
| Standard deviation | 0.7751778977 |
|---|---|
| Coef of variation | 0.3386861914 |
| Kurtosis | -0.08563006282 |
| Mean | 2.288779163 |
| MAD | 0.6218329296 |
| Skewness | 0.1735480315 |
| Sum | 11443.89582 |
| Variance | 0.6009007731 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 1.435084525 | 31 | 0.6% | |
| 1.609437912 | 29 | 0.6% | |
| 2.066862759 | 28 | 0.6% | |
| 1.731655545 | 25 | 0.5% | |
| 2.014903021 | 25 | 0.5% | |
| 1.558144618 | 24 | 0.5% | |
| 1.373715579 | 24 | 0.5% | |
| 1.638996715 | 24 | 0.5% | |
| 1.599387577 | 24 | 0.5% | |
| 1.515127233 | 23 | 0.5% | |
| Other values (856) | 4743 | 94.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -0.1053605157 | 2 | < 0.1% | |
| -0.05129329439 | 1 | < 0.1% | |
| 0 | 1 | < 0.1% | |
| 0.04879016417 | 1 | < 0.1% | |
| 0.0953101798 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5.19212317 | 1 | < 0.1% | |
| 4.943069975 | 1 | < 0.1% | |
| 4.86753445 | 1 | < 0.1% | |
| 4.741011409 | 1 | < 0.1% | |
| 4.734003058 | 1 | < 0.1% |
lnlongten
Highly correlated
This variable is highly correlated with lnlongmon and should be ignored for analysis
| Correlation | 0.9217106724 |
|---|
lnothdebt
Numeric
| Distinct count | 4973 |
|---|---|
| Unique (%) | 99.5% |
| Missing (%) | < 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.6969152599 |
|---|---|
| Minimum | -4.092107067 |
| Maximum | 4.952010983 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -4.092107067 |
|---|---|
| 5-th percentile | -1.24348344 |
| Q1 | -0.01898650935 |
| Median | 0.7415372647 |
| Q3 | 1.462053291 |
| 95-th percentile | 2.469586375 |
| Maximum | 4.952010983 |
| Range | 9.04411805 |
| Interquartile range | 1.4810398 |
Descriptive statistics
| Standard deviation | 1.128578241 |
|---|---|
| Coef of variation | 1.619390916 |
| Kurtosis | 0.3024173635 |
| Mean | 0.6969152599 |
| MAD | 0.8908609447 |
| Skewness | -0.2320881386 |
| Sum | 3483.879384 |
| Variance | 1.273688846 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0.1069081175 | 3 | 0.1% | |
| 0.320821834 | 2 | < 0.1% | |
| 0.5865458955 | 2 | < 0.1% | |
| -1.706830258 | 2 | < 0.1% | |
| 0.1972495774 | 2 | < 0.1% | |
| 1.052275113 | 2 | < 0.1% | |
| -0.1026973982 | 2 | < 0.1% | |
| -0.8003093182 | 2 | < 0.1% | |
| 0.6127394063 | 2 | < 0.1% | |
| -1.034601407 | 2 | < 0.1% | |
| Other values (4962) | 4978 | 99.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -4.092107067 | 1 | < 0.1% | |
| -3.880718156 | 1 | < 0.1% | |
| -3.85328251 | 1 | < 0.1% | |
| -3.798426499 | 1 | < 0.1% | |
| -3.309074093 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.952010983 | 1 | < 0.1% | |
| 4.62799182 | 1 | < 0.1% | |
| 4.203615921 | 1 | < 0.1% | |
| 4.092846641 | 1 | < 0.1% | |
| 4.083894146 | 1 | < 0.1% |
lntollmon
Numeric
| Distinct count | 234 |
|---|---|
| Unique (%) | 4.7% |
| Missing (%) | 52.4% |
| Missing (n) | 2622 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.243229787 |
|---|---|
| Minimum | 2.079441542 |
| Maximum | 4.622518824 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.079441542 |
|---|---|
| 5-th percentile | 2.583997552 |
| Q1 | 2.970414466 |
| Median | 3.228826156 |
| Q3 | 3.518980417 |
| 95-th percentile | 3.926911618 |
| Maximum | 4.622518824 |
| Range | 2.543077283 |
| Interquartile range | 0.5485659517 |
Descriptive statistics
| Standard deviation | 0.4046585633 |
|---|---|
| Coef of variation | 0.1247702413 |
| Kurtosis | -0.149906441 |
| Mean | 3.243229787 |
| MAD | 0.3246260478 |
| Skewness | 0.1207847652 |
| Sum | 7712.400435 |
| Variance | 0.1637485528 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 3.124565145 | 33 | 0.7% | |
| 2.890371758 | 33 | 0.7% | |
| 3.17805383 | 32 | 0.6% | |
| 3.135494216 | 31 | 0.6% | |
| 3.091042453 | 30 | 0.6% | |
| 3.16758253 | 30 | 0.6% | |
| 2.995732274 | 29 | 0.6% | |
| 2.970414466 | 29 | 0.6% | |
| 2.944438979 | 29 | 0.6% | |
| 2.983153491 | 28 | 0.6% | |
| Other values (223) | 2074 | 41.5% | |
| (Missing) | 2622 | 52.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.079441542 | 1 | < 0.1% | |
| 2.140066163 | 2 | < 0.1% | |
| 2.1690537 | 2 | < 0.1% | |
| 2.197224577 | 1 | < 0.1% | |
| 2.251291799 | 4 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.622518824 | 1 | < 0.1% | |
| 4.59764192 | 1 | < 0.1% | |
| 4.551241844 | 1 | < 0.1% | |
| 4.454347296 | 1 | < 0.1% | |
| 4.442651256 | 1 | < 0.1% |
lntollten
Highly correlated
This variable is highly correlated with lnlongten and should be ignored for analysis
| Correlation | 0.9313928143 |
|---|
lnwiremon
Numeric
| Distinct count | 746 |
|---|---|
| Unique (%) | 14.9% |
| Missing (%) | 73.1% |
| Missing (n) | 3656 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.605000681 |
|---|---|
| Minimum | 2.541601993 |
| Maximum | 5.227089857 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.541601993 |
|---|---|
| 5-th percentile | 2.992964163 |
| Q1 | 3.3304172 |
| Median | 3.597996723 |
| Q3 | 3.865193315 |
| 95-th percentile | 4.267281665 |
| Maximum | 5.227089857 |
| Range | 2.685487864 |
| Interquartile range | 0.5347761156 |
Descriptive statistics
| Standard deviation | 0.3901016527 |
|---|---|
| Coef of variation | 0.1082112563 |
| Kurtosis | 0.185025699 |
| Mean | 3.605000681 |
| MAD | 0.3099890958 |
| Skewness | 0.2936358749 |
| Sum | 4845.120915 |
| Variance | 0.1521792994 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 3.535145354 | 9 | 0.2% | |
| 3.471966453 | 7 | 0.1% | |
| 3.3304172 | 7 | 0.1% | |
| 3.133317937 | 7 | 0.1% | |
| 3.671224519 | 6 | 0.1% | |
| 3.113515309 | 6 | 0.1% | |
| 3.32323584 | 5 | 0.1% | |
| 3.326832966 | 5 | 0.1% | |
| 3.568123253 | 5 | 0.1% | |
| 3.321432413 | 5 | 0.1% | |
| Other values (735) | 1282 | 25.6% | |
| (Missing) | 3656 | 73.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.541601993 | 1 | < 0.1% | |
| 2.63905733 | 1 | < 0.1% | |
| 2.677590994 | 1 | < 0.1% | |
| 2.687847494 | 2 | < 0.1% | |
| 2.694627181 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5.227089857 | 1 | < 0.1% | |
| 5.106854152 | 1 | < 0.1% | |
| 4.901192383 | 1 | < 0.1% | |
| 4.873287103 | 1 | < 0.1% | |
| 4.779963476 | 1 | < 0.1% |
lnwireten
Highly correlated
This variable is highly correlated with lntollten and should be ignored for analysis
| Correlation | 0.9469067536 |
|---|
longmon
Numeric
| Distinct count | 866 |
|---|---|
| Unique (%) | 17.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 13.47145 |
|---|---|
| Minimum | 0.9 |
| Maximum | 179.85 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 5.7 |
| Median | 9.55 |
| Q3 | 16.55 |
| 95-th percentile | 36.7575 |
| Maximum | 179.85 |
| Range | 178.95 |
| Interquartile range | 10.85 |
Descriptive statistics
| Standard deviation | 12.77338116 |
|---|---|
| Coef of variation | 0.9481816107 |
| Kurtosis | 18.50338971 |
| Mean | 13.47145 |
| MAD | 8.40494282 |
| Skewness | 3.271922723 |
| Sum | 67357.25 |
| Variance | 163.1592663 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 4.2 | 31 | 0.6% | |
| 5 | 29 | 0.6% | |
| 7.9 | 28 | 0.6% | |
| 5.65 | 25 | 0.5% | |
| 7.5 | 25 | 0.5% | |
| 5.15 | 24 | 0.5% | |
| 4.75 | 24 | 0.5% | |
| 3.95 | 24 | 0.5% | |
| 4.95 | 24 | 0.5% | |
| 4.3 | 23 | 0.5% | |
| Other values (856) | 4743 | 94.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.9 | 2 | < 0.1% | |
| 0.95 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 1.05 | 1 | < 0.1% | |
| 1.1 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 179.85 | 1 | < 0.1% | |
| 140.2 | 1 | < 0.1% | |
| 130 | 1 | < 0.1% | |
| 114.55 | 1 | < 0.1% | |
| 113.75 | 1 | < 0.1% |
longten
Highly correlated
This variable is highly correlated with longmon and should be ignored for analysis
| Correlation | 0.9856982538 |
|---|
marital
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2599 | 52.0% | |
| 1 | 2401 | 48.0% |
multline
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2558 | 51.2% | |
| 1 | 2442 | 48.8% |
news
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2637 | 52.7% | |
| 1 | 2363 | 47.3% |
othdebt
Numeric
| Distinct count | 4973 |
|---|---|
| Unique (%) | 99.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.654460154 |
|---|---|
| Minimum | 0 |
| Maximum | 141.45915 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2876923 |
| Q1 | 0.9803015 |
| Median | 2.09854 |
| Q3 | 4.31478 |
| 95-th percentile | 11.8159808 |
| Maximum | 141.45915 |
| Range | 141.45915 |
| Interquartile range | 3.3344785 |
Descriptive statistics
| Standard deviation | 5.395171563 |
|---|---|
| Coef of variation | 1.476325185 |
| Kurtosis | 125.1452338 |
| Mean | 3.654460154 |
| MAD | 2.972029644 |
| Skewness | 7.589924316 |
| Sum | 18272.30077 |
| Variance | 29.10787619 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 1.112832 | 3 | 0.1% | |
| 4.6926 | 2 | < 0.1% | |
| 4.45536 | 2 | < 0.1% | |
| 1.218048 | 2 | < 0.1% | |
| 1.131624 | 2 | < 0.1% | |
| 0.18144 | 2 | < 0.1% | |
| 0.531696 | 2 | < 0.1% | |
| 2.86416 | 2 | < 0.1% | |
| 0.355368 | 2 | < 0.1% | |
| 2.280096 | 2 | < 0.1% | |
| Other values (4963) | 4979 | 99.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.016704 | 1 | < 0.1% | |
| 0.020636 | 1 | < 0.1% | |
| 0.02121 | 1 | < 0.1% | |
| 0.022406 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 141.45915 | 1 | < 0.1% | |
| 102.308404 | 1 | < 0.1% | |
| 66.9279 | 1 | < 0.1% | |
| 59.910192 | 1 | < 0.1% | |
| 59.37624 | 1 | < 0.1% |
owncd
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 336 |
| Value | Count | Frequency (%) | |
| 1 | 4664 | 93.3% | |
| 0 | 336 | 6.7% |
owndvd
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 432 |
| Value | Count | Frequency (%) | |
| 1 | 4568 | 91.4% | |
| 0 | 432 | 8.6% |
ownfax
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4106 | 82.1% | |
| 1 | 894 | 17.9% |
owngame
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2626 | 52.5% | |
| 1 | 2374 | 47.5% |
ownipod
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2604 | 52.1% | |
| 1 | 2396 | 47.9% |
ownpc
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3164 | 63.3% | |
| 0 | 1836 | 36.7% |
ownpda
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3995 | 79.9% | |
| 1 | 1005 | 20.1% |
owntv
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 85 |
| Value | Count | Frequency (%) | |
| 1 | 4915 | 98.3% | |
| 0 | 85 | 1.7% |
ownvcr
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | 422 |
| Value | Count | Frequency (%) | |
| 1 | 4578 | 91.6% | |
| 0 | 422 | 8.4% |
pager
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3782 | 75.6% | |
| 1 | 1218 | 24.4% |
pets
Numeric
| Distinct count | 20 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.0674 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros (%) | 30.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 2 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 3.414496888 |
|---|---|
| Coef of variation | 1.113156709 |
| Kurtosis | 0.895993109 |
| Mean | 3.0674 |
| MAD | 2.78138616 |
| Skewness | 1.193780026 |
| Sum | 15337 |
| Variance | 11.658789 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 1529 | 30.6% | |
| 1 | 780 | 15.6% | |
| 2 | 586 | 11.7% | |
| 3 | 376 | 7.5% | |
| 5 | 298 | 6.0% | |
| 4 | 284 | 5.7% | |
| 6 | 256 | 5.1% | |
| 7 | 246 | 4.9% | |
| 8 | 178 | 3.6% | |
| 9 | 170 | 3.4% | |
| Other values (10) | 297 | 5.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1529 | 30.6% | |
| 1 | 780 | 15.6% | |
| 2 | 586 | 11.7% | |
| 3 | 376 | 7.5% | |
| 4 | 284 | 5.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 19 | 3 | 0.1% | |
| 18 | 1 | < 0.1% | |
| 16 | 9 | 0.2% | |
| 15 | 10 | 0.2% |
pets_birds
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1104 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 94.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4942273689 |
|---|---|
| Coef of variation | 4.476697182 |
| Kurtosis | 29.8226173 |
| Mean | 0.1104 |
| MAD | 0.20746368 |
| Skewness | 5.246435978 |
| Sum | 552 |
| Variance | 0.2442606921 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4698 | 94.0% | |
| 1 | 144 | 2.9% | |
| 2 | 88 | 1.8% | |
| 3 | 49 | 1.0% | |
| 4 | 20 | 0.4% | |
| 5 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4698 | 94.0% | |
| 1 | 144 | 2.9% | |
| 2 | 88 | 1.8% | |
| 3 | 49 | 1.0% | |
| 4 | 20 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 4 | 20 | 0.4% | |
| 3 | 49 | 1.0% | |
| 2 | 88 | 1.8% | |
| 1 | 144 | 2.9% |
pets_cats
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5004 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 68.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.8607833813 |
|---|---|
| Coef of variation | 1.72019061 |
| Kurtosis | 3.505584293 |
| Mean | 0.5004 |
| MAD | 0.68314608 |
| Skewness | 1.880430439 |
| Sum | 2502 |
| Variance | 0.7409480296 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3413 | 68.3% | |
| 1 | 923 | 18.5% | |
| 2 | 463 | 9.3% | |
| 3 | 160 | 3.2% | |
| 4 | 34 | 0.7% | |
| 5 | 5 | 0.1% | |
| 6 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3413 | 68.3% | |
| 1 | 923 | 18.5% | |
| 2 | 463 | 9.3% | |
| 3 | 160 | 3.2% | |
| 4 | 34 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 2 | < 0.1% | |
| 5 | 5 | 0.1% | |
| 4 | 34 | 0.7% | |
| 3 | 160 | 3.2% | |
| 2 | 463 | 9.3% |
pets_dogs
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.3924 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 75.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.7960835319 |
|---|---|
| Coef of variation | 2.028755178 |
| Kurtosis | 5.87836191 |
| Mean | 0.3924 |
| MAD | 0.59048352 |
| Skewness | 2.330117657 |
| Sum | 1962 |
| Variance | 0.6337489898 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3762 | 75.2% | |
| 1 | 720 | 14.4% | |
| 2 | 360 | 7.2% | |
| 3 | 117 | 2.3% | |
| 4 | 36 | 0.7% | |
| 5 | 4 | 0.1% | |
| 7 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3762 | 75.2% | |
| 1 | 720 | 14.4% | |
| 2 | 360 | 7.2% | |
| 3 | 117 | 2.3% | |
| 4 | 36 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 5 | 4 | 0.1% | |
| 4 | 36 | 0.7% | |
| 3 | 117 | 2.3% | |
| 2 | 360 | 7.2% |
pets_freshfish
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.8474 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 69.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 3.074801477 |
|---|---|
| Coef of variation | 1.664394001 |
| Kurtosis | 1.034373422 |
| Mean | 1.8474 |
| MAD | 2.56404184 |
| Skewness | 1.45517328 |
| Sum | 9237 |
| Variance | 9.454404121 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3462 | 69.2% | |
| 5 | 261 | 5.2% | |
| 6 | 251 | 5.0% | |
| 7 | 229 | 4.6% | |
| 4 | 222 | 4.4% | |
| 8 | 134 | 2.7% | |
| 3 | 130 | 2.6% | |
| 9 | 110 | 2.2% | |
| 2 | 63 | 1.3% | |
| 10 | 54 | 1.1% | |
| Other values (7) | 84 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3462 | 69.2% | |
| 1 | 17 | 0.3% | |
| 2 | 63 | 1.3% | |
| 3 | 130 | 2.6% | |
| 4 | 222 | 4.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 16 | 1 | < 0.1% | |
| 15 | 5 | 0.1% | |
| 14 | 4 | 0.1% | |
| 13 | 4 | 0.1% | |
| 12 | 18 | 0.4% |
pets_reptiles
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0556 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 96.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.325775791 |
|---|---|
| Coef of variation | 5.859276816 |
| Kurtosis | 72.82864835 |
| Mean | 0.0556 |
| MAD | 0.10715232 |
| Skewness | 7.586118061 |
| Sum | 278 |
| Variance | 0.106129866 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4818 | 96.4% | |
| 1 | 114 | 2.3% | |
| 2 | 46 | 0.9% | |
| 3 | 19 | 0.4% | |
| 6 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4818 | 96.4% | |
| 1 | 114 | 2.3% | |
| 2 | 46 | 0.9% | |
| 3 | 19 | 0.4% | |
| 4 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 19 | 0.4% | |
| 2 | 46 | 0.9% |
pets_saltfish
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0466 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 98.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4695450293 |
|---|---|
| Coef of variation | 10.07607359 |
| Kurtosis | 133.344304 |
| Mean | 0.0466 |
| MAD | 0.09211888 |
| Skewness | 11.19356771 |
| Sum | 233 |
| Variance | 0.2204725345 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4942 | 98.8% | |
| 3 | 11 | 0.2% | |
| 6 | 11 | 0.2% | |
| 2 | 11 | 0.2% | |
| 4 | 10 | 0.2% | |
| 5 | 8 | 0.2% | |
| 7 | 3 | 0.1% | |
| 1 | 3 | 0.1% | |
| 8 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4942 | 98.8% | |
| 1 | 3 | 0.1% | |
| 2 | 11 | 0.2% | |
| 3 | 11 | 0.2% | |
| 4 | 10 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 7 | 3 | 0.1% | |
| 6 | 11 | 0.2% | |
| 5 | 8 | 0.2% | |
| 4 | 10 | 0.2% |
pets_small
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1146 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 95.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.5687983354 |
|---|---|
| Coef of variation | 4.96333626 |
| Kurtosis | 39.15415145 |
| Mean | 0.1146 |
| MAD | 0.21769416 |
| Skewness | 5.908675747 |
| Sum | 573 |
| Variance | 0.3235315463 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4749 | 95.0% | |
| 2 | 83 | 1.7% | |
| 1 | 78 | 1.6% | |
| 3 | 50 | 1.0% | |
| 4 | 26 | 0.5% | |
| 5 | 10 | 0.2% | |
| 6 | 3 | 0.1% | |
| 7 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4749 | 95.0% | |
| 1 | 78 | 1.6% | |
| 2 | 83 | 1.7% | |
| 3 | 50 | 1.0% | |
| 4 | 26 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 6 | 3 | 0.1% | |
| 5 | 10 | 0.2% | |
| 4 | 26 | 0.5% | |
| 3 | 50 | 1.0% |
polcontrib
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3808 | 76.2% | |
| 1 | 1192 | 23.8% |
polparty
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3093 | 61.9% | |
| 1 | 1907 | 38.1% |
polview
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.0886 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.387059778 |
|---|---|
| Coef of variation | 0.3392505449 |
| Kurtosis | -0.5311967079 |
| Mean | 4.0886 |
| MAD | 1.07022832 |
| Skewness | -0.1983400055 |
| Sum | 20443 |
| Variance | 1.923934827 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 4 | 1733 | 34.7% | |
| 5 | 893 | 17.9% | |
| 6 | 843 | 16.9% | |
| 3 | 659 | 13.2% | |
| 2 | 623 | 12.5% | |
| 1 | 163 | 3.3% | |
| 7 | 86 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 163 | 3.3% | |
| 2 | 623 | 12.5% | |
| 3 | 659 | 13.2% | |
| 4 | 1733 | 34.7% | |
| 5 | 893 | 17.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 86 | 1.7% | |
| 6 | 843 | 16.9% | |
| 5 | 893 | 17.9% | |
| 4 | 1733 | 34.7% | |
| 3 | 659 | 13.2% |
reason
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7.6368 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| Median | 9 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 2.8500018 |
|---|---|
| Coef of variation | 0.3731931962 |
| Kurtosis | 0.8480470924 |
| Mean | 7.6368 |
| MAD | 2.20947456 |
| Skewness | -1.658556525 |
| Sum | 38184 |
| Variance | 8.122510262 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 9 | 4052 | 81.0% | |
| 1 | 447 | 8.9% | |
| 2 | 339 | 6.8% | |
| 4 | 105 | 2.1% | |
| 3 | 57 | 1.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 447 | 8.9% | |
| 2 | 339 | 6.8% | |
| 3 | 57 | 1.1% | |
| 4 | 105 | 2.1% | |
| 9 | 4052 | 81.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 4052 | 81.0% | |
| 4 | 105 | 2.1% | |
| 3 | 57 | 1.1% | |
| 2 | 339 | 6.8% | |
| 1 | 447 | 8.9% |
region
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.0014 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.421760289 |
|---|---|
| Coef of variation | 0.4736990369 |
| Kurtosis | -1.308981878 |
| Mean | 3.0014 |
| MAD | 1.20688392 |
| Skewness | 0.005052460523 |
| Sum | 15007 |
| Variance | 2.02140232 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 5 | 1027 | 20.5% | |
| 1 | 1009 | 20.2% | |
| 3 | 1003 | 20.1% | |
| 2 | 995 | 19.9% | |
| 4 | 966 | 19.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1009 | 20.2% | |
| 2 | 995 | 19.9% | |
| 3 | 1003 | 20.1% | |
| 4 | 966 | 19.3% | |
| 5 | 1027 | 20.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1027 | 20.5% | |
| 4 | 966 | 19.3% | |
| 3 | 1003 | 20.1% | |
| 2 | 995 | 19.9% | |
| 1 | 1009 | 20.2% |
reside
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.204 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.393977272 |
|---|---|
| Coef of variation | 0.6324760762 |
| Kurtosis | 1.007473573 |
| Mean | 2.204 |
| MAD | 1.0997632 |
| Skewness | 1.228809422 |
| Sum | 11020 |
| Variance | 1.943172635 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 1 | 2035 | 40.7% | |
| 2 | 1467 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 521 | 10.4% | |
| 5 | 288 | 5.8% | |
| 6 | 99 | 2.0% | |
| 7 | 29 | 0.6% | |
| 8 | 7 | 0.1% | |
| 9 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2035 | 40.7% | |
| 2 | 1467 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 521 | 10.4% | |
| 5 | 288 | 5.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 2 | < 0.1% | |
| 8 | 7 | 0.1% | |
| 7 | 29 | 0.6% | |
| 6 | 99 | 2.0% | |
| 5 | 288 | 5.8% |
response_01
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 418 |
| Value | Count | Frequency (%) | |
| 0 | 4582 | 91.6% | |
| 1 | 418 | 8.4% |
response_02
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 649 |
| Value | Count | Frequency (%) | |
| 0 | 4351 | 87.0% | |
| 1 | 649 | 13.0% |
response_03
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 513 |
| Value | Count | Frequency (%) | |
| 0 | 4487 | 89.7% | |
| 1 | 513 | 10.3% |
retire
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 738 |
| Value | Count | Frequency (%) | |
| 0 | 4262 | 85.2% | |
| 1 | 738 | 14.8% |
spoused
Highly correlated
This variable is highly correlated with marital and should be ignored for analysis
| Correlation | 0.9557686636 |
|---|
spousedcat
Highly correlated
This variable is highly correlated with spoused and should be ignored for analysis
| Correlation | 0.9840285958 |
|---|
telecommute
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4060 | 81.2% | |
| 1 | 940 | 18.8% |
tenure
Highly correlated
This variable is highly correlated with lnlongten and should be ignored for analysis
| Correlation | 0.9268535788 |
|---|
tollfree
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 1 | 2378 | 47.6% |
tollmon
Highly correlated
This variable is highly correlated with lntollmon and should be ignored for analysis
| Correlation | 0.937831384 |
|---|
tollten
Numeric
| Distinct count | 2323 |
|---|---|
| Unique (%) | 46.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 577.83251 |
|---|---|
| Minimum | 0 |
| Maximum | 6923.45 |
| Zeros (%) | 52.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 885.45 |
| 95-th percentile | 2620.2125 |
| Maximum | 6923.45 |
| Range | 6923.45 |
| Interquartile range | 885.45 |
Descriptive statistics
| Standard deviation | 949.1515863 |
|---|---|
| Coef of variation | 1.642606759 |
| Kurtosis | 4.879251859 |
| Mean | 577.83251 |
| MAD | 712.0215488 |
| Skewness | 2.089870155 |
| Sum | 2889162.55 |
| Variance | 900888.7338 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 16.75 | 3 | 0.1% | |
| 1480.5 | 3 | 0.1% | |
| 10 | 3 | 0.1% | |
| 68.65 | 2 | < 0.1% | |
| 423.2 | 2 | < 0.1% | |
| 478.95 | 2 | < 0.1% | |
| 17.75 | 2 | < 0.1% | |
| 1325.8 | 2 | < 0.1% | |
| 481.5 | 2 | < 0.1% | |
| Other values (2313) | 2357 | 47.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 8.75 | 1 | < 0.1% | |
| 10 | 3 | 0.1% | |
| 10.5 | 1 | < 0.1% | |
| 10.75 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6923.45 | 1 | < 0.1% | |
| 6843 | 1 | < 0.1% | |
| 6763.8 | 1 | < 0.1% | |
| 6196.5 | 1 | < 0.1% | |
| 5646.45 | 1 | < 0.1% |
Total_Spend
Numeric
| Distinct count | 4886 |
|---|---|
| Unique (%) | 97.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 498.07863 |
|---|---|
| Minimum | 8.11 |
| Maximum | 4881.05 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 8.11 |
|---|---|
| 5-th percentile | 133.106 |
| Q1 | 276.2825 |
| Median | 414.25 |
| Q3 | 615.5625 |
| 95-th percentile | 1145.1465 |
| Maximum | 4881.05 |
| Range | 4872.94 |
| Interquartile range | 339.28 |
Descriptive statistics
| Standard deviation | 351.5292701 |
|---|---|
| Coef of variation | 0.7057706332 |
| Kurtosis | 15.94507859 |
| Mean | 498.07863 |
| MAD | 243.2018373 |
| Skewness | 2.707546988 |
| Sum | 2490393.15 |
| Variance | 123572.8277 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 190.99 | 3 | 0.1% | |
| 512.36 | 3 | 0.1% | |
| 609.77 | 3 | 0.1% | |
| 448.87 | 2 | < 0.1% | |
| 285.43 | 2 | < 0.1% | |
| 313.19 | 2 | < 0.1% | |
| 276.17 | 2 | < 0.1% | |
| 621.83 | 2 | < 0.1% | |
| 159.34 | 2 | < 0.1% | |
| 412.67 | 2 | < 0.1% | |
| Other values (4876) | 4977 | 99.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 8.11 | 1 | < 0.1% | |
| 8.38 | 1 | < 0.1% | |
| 8.65 | 1 | < 0.1% | |
| 14.5 | 1 | < 0.1% | |
| 14.51 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4881.05 | 1 | < 0.1% | |
| 4572.5 | 1 | < 0.1% | |
| 4019.51 | 1 | < 0.1% | |
| 3595.76 | 1 | < 0.1% | |
| 3215.26 | 1 | < 0.1% |
townsize
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 2 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.68727491 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.425924996 |
|---|---|
| Coef of variation | 0.5306211846 |
| Kurtosis | -1.262774145 |
| Mean | 2.68727491 |
| MAD | 1.257779462 |
| Skewness | 0.2766152794 |
| Sum | 13431 |
| Variance | 2.033262094 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 1 | 1436 | 28.7% | |
| 2 | 1048 | 21.0% | |
| 3 | 907 | 18.1% | |
| 4 | 857 | 17.1% | |
| 5 | 750 | 15.0% | |
| (Missing) | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1436 | 28.7% | |
| 2 | 1048 | 21.0% | |
| 3 | 907 | 18.1% | |
| 4 | 857 | 17.1% | |
| 5 | 750 | 15.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 750 | 15.0% | |
| 4 | 857 | 17.1% | |
| 3 | 907 | 18.1% | |
| 2 | 1048 | 21.0% | |
| 1 | 1436 | 28.7% |
union
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 756 |
| Value | Count | Frequency (%) | |
| 0 | 4244 | 84.9% | |
| 1 | 756 | 15.1% |
voice
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3485 | 69.7% | |
| 1 | 1515 | 30.3% |
vote
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 2590 | 51.8% | |
| 0 | 2410 | 48.2% |
wireless
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 1 | 1344 | 26.9% |
wiremon
Highly correlated
This variable is highly correlated with lnwiremon and should be ignored for analysis
| Correlation | 0.9538916564 |
|---|
wireten
Numeric
| Distinct count | 1328 |
|---|---|
| Unique (%) | 26.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 421.98461 |
|---|---|
| Minimum | 0 |
| Maximum | 12858.65 |
| Zeros (%) | 73.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 89.9625 |
| 95-th percentile | 2687.9225 |
| Maximum | 12858.65 |
| Range | 12858.65 |
| Interquartile range | 89.9625 |
Descriptive statistics
| Standard deviation | 1001.003287 |
|---|---|
| Coef of variation | 2.372132213 |
| Kurtosis | 15.46436407 |
| Mean | 421.98461 |
| MAD | 646.8184915 |
| Skewness | 3.30420317 |
| Sum | 2109923.05 |
| Variance | 1002007.58 |
| Memory size | 39.2 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 2182.05 | 2 | < 0.1% | |
| 2386.25 | 2 | < 0.1% | |
| 2323.8 | 2 | < 0.1% | |
| 1062.75 | 2 | < 0.1% | |
| 2049.85 | 2 | < 0.1% | |
| 1199.2 | 2 | < 0.1% | |
| 183.1 | 2 | < 0.1% | |
| 20.9 | 2 | < 0.1% | |
| 1073.95 | 2 | < 0.1% | |
| Other values (1318) | 1326 | 26.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 12.7 | 1 | < 0.1% | |
| 14.55 | 1 | < 0.1% | |
| 14.6 | 1 | < 0.1% | |
| 14.9 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12858.65 | 1 | < 0.1% | |
| 9851.15 | 1 | < 0.1% | |
| 9039.8 | 1 | < 0.1% | |
| 8675.05 | 1 | < 0.1% | |
| 7217.1 | 1 | < 0.1% |
First rows
| active | address | addresscat | age | agecat | bfast | birthmonth | callcard | callid | callwait | carbought | carbuy | carcatvalue | card | card2 | card2benefit | card2fee | card2tenure | card2tenurecat | card2type | cardbenefit | cardfee | cardmon | cardten | cardtenure | cardtenurecat | cardtype | carown | cars | cartype | carvalue | churn | commute | commutebike | commutebus | commutecar | commutecarpool | commutecat | commutemotorcycle | commutenonmotor | commutepublic | commuterail | commutetime | commutewalk | confer | creddebt | debtinc | default | ebill | ed | edcat | empcat | employ | equip | equipmon | equipten | forward | gender | homeown | hometype | hourstv | inccat | income | internet | jobcat | jobsat | lncardmon | lncardten | lncreddebt | lnequipmon | lnequipten | lninc | lnlongmon | lnlongten | lnothdebt | lntollmon | lntollten | lnwiremon | lnwireten | longmon | longten | marital | multline | news | othdebt | owncd | owndvd | ownfax | owngame | ownipod | ownpc | ownpda | owntv | ownvcr | pager | pets | pets_birds | pets_cats | pets_dogs | pets_freshfish | pets_reptiles | pets_saltfish | pets_small | polcontrib | polparty | polview | reason | region | reside | response_01 | response_02 | response_03 | retire | spoused | spousedcat | telecommute | tenure | tollfree | tollmon | tollten | Total_Spend | townsize | union | voice | vote | wireless | wiremon | wireten | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 1 | 20 | 2 | 3 | September | 1 | 0 | 1 | 0 | 0 | 1 | 3 | 5 | 1 | 0 | 3 | 2 | 3 | 1 | 0 | 14.25 | 60.0 | 2 | 2 | 1 | 1 | 2 | 0 | 14.3 | 1 | 8 | 0 | 0 | 0 | 1 | 4 | 1 | 0 | 0 | 0 | 22.0 | 1 | 1 | 1.200909 | 11.1 | 1 | 0 | 15 | 3 | 1 | 0 | 1 | 29.50 | 126.10 | 1 | 1 | 0 | 2 | 13 | 2 | 31 | 0 | 1 | 1 | 2.656757 | 4.094345 | 0.183079 | 3.384390 | 4.837075 | 3.433987 | 1.871802 | 3.538057 | 0.806516 | 3.367296 | 5.081715 | NaN | NaN | 6.50 | 34.40 | 0 | 1 | 0 | 2.240091 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6 | 9 | 1 | 3 | 0 | 1 | 0 | 0 | -1 | -1 | 0 | 5 | 1 | 29.00 | 161.05 | 149.46 | 2.0 | 1 | 1 | 1 | 0 | 0.00 | 0.00 |
| 1 | 1 | 2 | 1 | 22 | 2 | 1 | May | 1 | 1 | 0 | 0 | 0 | 1 | 2 | 4 | 3 | 0 | 4 | 2 | 1 | 1 | 0 | 16.00 | 610.0 | 4 | 2 | 4 | 1 | 2 | 1 | 6.8 | 0 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 29.0 | 0 | 0 | 1.222020 | 18.6 | 1 | 1 | 17 | 4 | 1 | 0 | 1 | 54.85 | 1975.00 | 1 | 0 | 1 | 3 | 18 | 1 | 15 | 4 | 2 | 1 | 2.772589 | 6.413459 | 0.200505 | 4.004602 | 7.588324 | 2.708050 | 2.186051 | 5.800909 | 0.449788 | NaN | NaN | 3.821004 | 7.428660 | 8.90 | 330.60 | 0 | 1 | 1 | 1.567980 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 6 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 1 | 4 | 9 | 5 | 2 | 0 | 0 | 0 | 0 | -1 | -1 | 1 | 39 | 0 | 0.00 | 0.00 | 77.54 | 5.0 | 0 | 1 | 0 | 1 | 45.65 | 1683.55 |
| 2 | 0 | 30 | 5 | 67 | 6 | 3 | June | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 4 | 3 | 0 | 25 | 5 | 1 | 4 | 0 | 23.00 | 1410.0 | 35 | 5 | 1 | 1 | 3 | 1 | 18.8 | 0 | 4 | 0 | 1 | 1 | 1 | 3 | 0 | 0 | 0 | 1 | 24.0 | 0 | 0 | 0.928620 | 9.9 | 0 | 0 | 14 | 2 | 5 | 16 | 0 | 0.00 | 0.00 | 0 | 1 | 1 | 1 | 21 | 2 | 35 | 0 | 2 | 4 | 3.135494 | 7.251345 | -0.074056 | NaN | NaN | 3.555348 | 3.346389 | 7.527444 | 0.930738 | NaN | NaN | NaN | NaN | 28.40 | 1858.35 | 1 | 1 | 1 | 2.536380 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 3 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 5 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 13 | 2 | 0 | 65 | 0 | 0.00 | 0.00 | 359.97 | 4.0 | 0 | 0 | 0 | 0 | 0.00 | 0.00 |
| 3 | 1 | 3 | 2 | 23 | 2 | 1 | May | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 3 | 4 | 0 | 5 | 2 | 2 | 4 | 0 | 21.00 | 685.0 | 5 | 2 | 1 | 1 | 3 | 1 | 8.7 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 38.0 | 0 | 0 | 0.022800 | 5.7 | 1 | 1 | 16 | 3 | 1 | 0 | 0 | 0.00 | 0.00 | 0 | 0 | 1 | 3 | 26 | 1 | 20 | 2 | 2 | 2 | 3.044522 | 6.529419 | -3.780995 | NaN | NaN | 2.995732 | 1.791759 | 5.295564 | 0.110826 | NaN | NaN | NaN | NaN | 6.00 | 199.45 | 1 | 1 | 1 | 1.117200 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 9 | 4 | 5 | 1 | 0 | 0 | 0 | 18 | 4 | 0 | 36 | 0 | 0.00 | 0.00 | 359.41 | 3.0 | 0 | 0 | 0 | 0 | 0.00 | 0.00 |
| 4 | 1 | 3 | 2 | 26 | 3 | 3 | July | 1 | 1 | 1 | 0 | 1 | 1 | 4 | 1 | 2 | 0 | 9 | 3 | 3 | 1 | 0 | 17.25 | 360.0 | 8 | 3 | 2 | 0 | 1 | 1 | 10.6 | 0 | 6 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 32.0 | 1 | 1 | 0.214659 | 1.7 | 0 | 0 | 16 | 3 | 1 | 1 | 0 | 0.00 | 0.00 | 1 | 0 | 0 | 2 | 27 | 1 | 23 | 3 | 2 | 1 | 2.847812 | 5.886104 | -1.538705 | NaN | NaN | 3.135494 | 1.115142 | 4.305416 | -1.735336 | 2.803360 | 5.960232 | 2.947067 | 6.018106 | 3.05 | 74.10 | 1 | 0 | 0 | 0.176341 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 9 | 2 | 4 | 0 | 1 | 0 | 0 | 13 | 2 | 0 | 21 | 1 | 16.50 | 387.70 | 507.83 | 2.0 | 0 | 1 | 0 | 1 | 19.05 | 410.80 |
| 5 | 0 | 31 | 5 | 64 | 5 | 3 | August | 1 | 1 | 1 | -1 | 0 | -1 | 2 | 3 | 2 | 1 | 9 | 3 | 3 | 1 | 1 | 28.25 | 765.0 | 18 | 5 | 4 | -1 | 0 | -1 | -1.0 | 0 | 8 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | 23.0 | 1 | 1 | 1.060584 | 5.6 | 0 | 0 | 17 | 4 | 5 | 22 | 1 | 35.50 | 970.95 | 1 | 0 | 1 | 1 | 21 | 4 | 107 | 0 | 3 | 2 | 3.341093 | 6.639876 | 0.058820 | 3.569533 | 6.878275 | 4.672829 | 2.091864 | 5.579352 | 1.595626 | 3.286534 | 6.588376 | NaN | NaN | 8.10 | 264.90 | 0 | 0 | 0 | 4.931416 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 11 | 0 | 1 | 1 | 7 | 0 | 0 | 2 | 0 | 0 | 4 | 9 | 4 | 1 | 0 | 1 | 0 | 0 | -1 | -1 | 0 | 28 | 1 | 26.75 | 726.60 | 228.27 | 4.0 | 0 | 0 | 0 | 0 | 0.00 | 0.00 |
| 6 | 0 | 21 | 4 | 52 | 5 | 2 | July | 0 | 0 | 0 | 1 | 0 | 2 | 5 | 2 | 4 | 0 | 2 | 2 | 3 | 1 | 1 | 0.00 | 0.0 | 3 | 2 | 3 | 1 | 2 | 0 | 25.6 | 0 | 4 | 1 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 32.0 | 1 | 0 | 0.501809 | 1.9 | 0 | 0 | 14 | 2 | 3 | 10 | 0 | 0.00 | 0.00 | 1 | 1 | 0 | 3 | 19 | 4 | 77 | 1 | 1 | 2 | NaN | NaN | -0.689536 | NaN | NaN | 4.343805 | 1.335001 | 3.802208 | -0.039582 | NaN | NaN | NaN | NaN | 3.80 | 44.80 | 0 | 0 | 0 | 0.961191 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 9 | 2 | 1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 15 | 0 | 0.00 | 0.00 | 952.46 | 5.0 | 0 | 0 | 0 | 0 | 0.00 | 0.00 |
| 7 | 0 | 20 | 4 | 44 | 4 | 3 | October | 1 | 1 | 1 | 0 | 1 | 3 | 1 | 3 | 4 | 0 | 20 | 5 | 1 | 4 | 0 | 14.50 | 630.0 | 25 | 5 | 1 | 1 | 1 | 0 | 55.5 | 0 | 5 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 1 | 31.0 | 0 | 1 | 5.950368 | 14.4 | 0 | 0 | 16 | 3 | 4 | 11 | 0 | 0.00 | 0.00 | 1 | 1 | 1 | 3 | 13 | 4 | 97 | 0 | 1 | 5 | 2.674149 | 6.445720 | 1.783453 | NaN | NaN | 4.574711 | 2.698000 | 6.417875 | 2.081643 | 3.178054 | 7.012476 | NaN | NaN | 14.85 | 612.70 | 1 | 1 | 1 | 8.017632 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 10 | 0 | 0 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 6 | 2 | 3 | 2 | 0 | 0 | 0 | 0 | 15 | 3 | 0 | 46 | 1 | 24.00 | 1110.40 | 1304.80 | 4.0 | 0 | 0 | 1 | 0 | 0.00 | 0.00 |
| 8 | 1 | 21 | 4 | 66 | 6 | 3 | October | 1 | 0 | 0 | 0 | 0 | 1 | 3 | 2 | 3 | 0 | 17 | 5 | 4 | 2 | 0 | 15.50 | 830.0 | 26 | 5 | 4 | 1 | 1 | 1 | 8.6 | 0 | 4 | 0 | 1 | 1 | 0 | 3 | 1 | 0 | 0 | 1 | 25.0 | 0 | 0 | 0.102336 | 2.6 | 0 | 0 | 12 | 2 | 4 | 15 | 0 | 0.00 | 0.00 | 0 | 1 | 1 | 1 | 25 | 1 | 16 | 0 | 1 | 2 | 2.740840 | 6.721426 | -2.279494 | NaN | NaN | 2.772589 | 3.046901 | 6.979471 | -1.159433 | NaN | NaN | NaN | NaN | 21.05 | 1074.35 | 0 | 1 | 0 | 0.313664 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3 | 9 | 2 | 1 | 1 | 0 | 0 | 1 | -1 | -1 | 0 | 53 | 0 | 0.00 | 0.00 | 467.83 | 3.0 | 0 | 0 | 1 | 0 | 0.00 | 0.00 |
| 9 | 1 | 19 | 4 | 47 | 4 | 3 | July | 0 | 0 | 0 | 1 | 0 | 3 | 5 | 2 | 1 | 0 | 2 | 2 | 2 | 1 | 0 | 0.00 | 0.0 | 2 | 2 | 4 | 1 | 4 | 0 | 41.0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 29.0 | 0 | 0 | 1.770216 | 4.1 | 0 | 0 | 11 | 1 | 5 | 19 | 0 | 0.00 | 0.00 | 0 | 0 | 1 | 1 | 21 | 4 | 84 | 0 | 6 | 4 | NaN | NaN | 0.571102 | NaN | NaN | 4.430817 | 1.294727 | 2.998229 | 0.515087 | NaN | NaN | NaN | NaN | 3.65 | 20.05 | 0 | 0 | 0 | 1.673784 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3 | 9 | 2 | 2 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 3 | 0 | 0.00 | 0.00 | 310.81 | 2.0 | 0 | 0 | 1 | 0 | 0.00 | 0.00 |
Last rows
| active | address | addresscat | age | agecat | bfast | birthmonth | callcard | callid | callwait | carbought | carbuy | carcatvalue | card | card2 | card2benefit | card2fee | card2tenure | card2tenurecat | card2type | cardbenefit | cardfee | cardmon | cardten | cardtenure | cardtenurecat | cardtype | carown | cars | cartype | carvalue | churn | commute | commutebike | commutebus | commutecar | commutecarpool | commutecat | commutemotorcycle | commutenonmotor | commutepublic | commuterail | commutetime | commutewalk | confer | creddebt | debtinc | default | ebill | ed | edcat | empcat | employ | equip | equipmon | equipten | forward | gender | homeown | hometype | hourstv | inccat | income | internet | jobcat | jobsat | lncardmon | lncardten | lncreddebt | lnequipmon | lnequipten | lninc | lnlongmon | lnlongten | lnothdebt | lntollmon | lntollten | lnwiremon | lnwireten | longmon | longten | marital | multline | news | othdebt | owncd | owndvd | ownfax | owngame | ownipod | ownpc | ownpda | owntv | ownvcr | pager | pets | pets_birds | pets_cats | pets_dogs | pets_freshfish | pets_reptiles | pets_saltfish | pets_small | polcontrib | polparty | polview | reason | region | reside | response_01 | response_02 | response_03 | retire | spoused | spousedcat | telecommute | tenure | tollfree | tollmon | tollten | Total_Spend | townsize | union | voice | vote | wireless | wiremon | wireten | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | 0 | 6 | 2 | 26 | 3 | 3 | September | 1 | 1 | 1 | 1 | 0 | 3 | 1 | 2 | 1 | 0 | 1 | 1 | 4 | 1 | 0 | 17.25 | 195.0 | 3 | 2 | 3 | 1 | 5 | 1 | 47.1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 31.0 | 1 | 1 | 2.085804 | 9.3 | 1 | 1 | 21 | 5 | 1 | 0 | 1 | 39.15 | 374.80 | 1 | 1 | 1 | 3 | 22 | 4 | 89 | 1 | 5 | 1 | 2.847812 | 5.273000 | 0.735154 | 3.667400 | 5.926393 | 4.488636 | 1.536867 | 3.703768 | 1.823128 | 3.178054 | 5.612946 | 3.575151 | 5.874228 | 4.65 | 40.60 | 0 | 1 | 0 | 6.191196 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 7 | 0 | 0 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 4 | 9 | 3 | 1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 11 | 1 | 24.00 | 273.95 | 587.27 | 3.0 | 1 | 1 | 0 | 1 | 35.7 | 355.75 |
| 4991 | 0 | 25 | 4 | 59 | 5 | 3 | November | 0 | 1 | 0 | 0 | 1 | 2 | 3 | 4 | 2 | 0 | 10 | 3 | 4 | 1 | 0 | 0.00 | 0.0 | 12 | 4 | 1 | 1 | 1 | 0 | 32.0 | 1 | 8 | 0 | 1 | 0 | 1 | 4 | 0 | 0 | 0 | 0 | 19.0 | 1 | 0 | 3.610350 | 14.2 | 0 | 1 | 18 | 4 | 3 | 9 | 1 | 41.20 | 1402.20 | 1 | 1 | 1 | 1 | 25 | 4 | 75 | 3 | 2 | 1 | NaN | NaN | 1.283805 | 3.718438 | 7.245798 | 4.317488 | 1.864080 | 5.286245 | 1.951558 | NaN | NaN | 3.538057 | 7.039266 | 6.45 | 197.60 | 1 | 1 | 0 | 7.039650 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 9 | 2 | 2 | 0 | 0 | 0 | 0 | 19 | 4 | 0 | 35 | 0 | 0.00 | 0.00 | 311.81 | 2.0 | 0 | 1 | 1 | 1 | 34.4 | 1140.55 |
| 4992 | 0 | 8 | 3 | 55 | 5 | 3 | December | 1 | 1 | 1 | -1 | 0 | -1 | 1 | 4 | 4 | 0 | 19 | 5 | 3 | 1 | 0 | 25.00 | 1280.0 | 20 | 5 | 2 | -1 | 0 | -1 | -1.0 | 0 | 5 | 0 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 1 | 37.0 | 0 | 1 | 0.114905 | 0.5 | 0 | 0 | 15 | 3 | 3 | 10 | 0 | 0.00 | 0.00 | 1 | 1 | 1 | 3 | 15 | 2 | 49 | 0 | 2 | 3 | 3.218876 | 7.154615 | -2.163650 | NaN | NaN | 3.891820 | 1.974081 | 5.921712 | -2.039490 | 3.630985 | 7.629951 | NaN | NaN | 7.20 | 373.05 | 0 | 0 | 0 | 0.130095 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 9 | 4 | 1 | 0 | 0 | 1 | 0 | -1 | -1 | 0 | 52 | 1 | 37.75 | 2058.95 | 1133.71 | 4.0 | 0 | 1 | 0 | 0 | 0.0 | 0.00 |
| 4993 | 1 | 22 | 4 | 56 | 5 | 3 | April | 0 | 1 | 1 | 1 | 0 | 2 | 4 | 1 | 1 | 0 | 11 | 4 | 3 | 2 | 0 | 0.00 | 0.0 | 19 | 5 | 4 | 1 | 3 | 0 | 31.9 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 25.0 | 1 | 1 | 0.220500 | 2.1 | 0 | 0 | 18 | 4 | 2 | 2 | 0 | 0.00 | 0.00 | 0 | 0 | 1 | 1 | 19 | 3 | 60 | 0 | 2 | 4 | NaN | NaN | -1.511858 | NaN | NaN | 4.094345 | 2.653242 | 6.601977 | 0.038740 | 3.198673 | 7.075555 | NaN | NaN | 14.20 | 736.55 | 1 | 0 | 0 | 1.039500 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 9 | 3 | 2 | 0 | 1 | 0 | 0 | 17 | 4 | 0 | 48 | 1 | 24.50 | 1182.70 | 341.76 | 3.0 | 0 | 0 | 1 | 0 | 0.0 | 0.00 |
| 4994 | 1 | 5 | 2 | 35 | 4 | 1 | April | 0 | 1 | 0 | 0 | 0 | 2 | 3 | 2 | 4 | 1 | 3 | 2 | 3 | 4 | 0 | 0.00 | 0.0 | 3 | 2 | 3 | 1 | 1 | 1 | 31.9 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 24.0 | 0 | 0 | 3.252027 | 11.3 | 1 | 0 | 15 | 3 | 1 | 1 | 0 | 0.00 | 0.00 | 1 | 1 | 0 | 1 | 23 | 3 | 53 | 0 | 2 | 2 | NaN | NaN | 1.179278 | NaN | NaN | 3.970292 | 0.615186 | 2.463853 | 1.006853 | NaN | NaN | NaN | NaN | 1.85 | 11.75 | 0 | 0 | 0 | 2.736973 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 4 | 4 | 3 | 2 | 0 | 0 | 0 | 0 | -1 | -1 | 1 | 7 | 0 | 0.00 | 0.00 | 437.94 | 1.0 | 0 | 0 | 1 | 0 | 0.0 | 0.00 |
| 4995 | 0 | 24 | 4 | 68 | 6 | 2 | January | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 3 | 4 | 0 | 28 | 5 | 3 | 3 | 0 | 21.75 | 1565.0 | 35 | 5 | 3 | 1 | 1 | 0 | 64.5 | 0 | 5 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 1 | 21.0 | 0 | 0 | 7.934080 | 8.0 | 0 | 0 | 10 | 1 | 5 | 24 | 0 | 0.00 | 0.00 | 0 | 0 | 1 | 1 | 19 | 5 | 196 | 0 | 1 | 1 | 3.079614 | 7.355641 | 2.071167 | NaN | NaN | 5.278115 | 3.529297 | 7.785679 | 2.047166 | NaN | NaN | NaN | NaN | 34.10 | 2405.90 | 0 | 0 | 1 | 7.745920 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 4 | 9 | 2 | 1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 69 | 0 | 0.00 | 0.00 | 1425.67 | 2.0 | 0 | 0 | 1 | 0 | 0.0 | 0.00 |
| 4996 | 1 | 12 | 3 | 51 | 5 | 1 | May | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 5 | 2 | 0 | 13 | 4 | 1 | 4 | 0 | 26.25 | 800.0 | 15 | 4 | 4 | 1 | 2 | 1 | 40.0 | 0 | 4 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 1 | 0 | 26.0 | 0 | 1 | 3.336600 | 15.0 | 1 | 0 | 14 | 2 | 3 | 6 | 0 | 0.00 | 0.00 | 1 | 0 | 1 | 1 | 14 | 4 | 83 | 0 | 1 | 5 | 3.267666 | 6.684612 | 1.204952 | NaN | NaN | 4.418841 | 2.341806 | 5.666427 | 2.209746 | 3.597312 | 7.053759 | 3.328627 | 6.629825 | 10.40 | 289.00 | 0 | 0 | 0 | 9.113400 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 9 | 3 | 1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 30 | 1 | 36.50 | 1157.20 | 366.35 | 3.0 | 0 | 0 | 0 | 1 | 27.9 | 757.35 |
| 4997 | 0 | 48 | 5 | 75 | 6 | 3 | August | 1 | 1 | 1 | 1 | 0 | 3 | 1 | 2 | 4 | 0 | 29 | 5 | 4 | 1 | 0 | 15.25 | 1070.0 | 40 | 5 | 3 | 1 | 3 | 0 | 53.6 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 32.0 | 1 | 1 | 3.557520 | 10.8 | 0 | 0 | 17 | 4 | 5 | 24 | 0 | 0.00 | 0.00 | 1 | 0 | 1 | 3 | 16 | 4 | 108 | 0 | 1 | 3 | 2.724580 | 6.975414 | 1.269064 | NaN | NaN | 4.682131 | 3.380995 | 7.654088 | 2.092664 | 3.784190 | 8.108473 | NaN | NaN | 29.40 | 2109.25 | 0 | 1 | 1 | 8.106480 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 9 | 4 | 1 | 0 | 0 | 0 | 0 | -1 | -1 | 0 | 72 | 1 | 44.00 | 3322.50 | 1527.75 | 5.0 | 0 | 0 | 0 | 0 | 0.0 | 0.00 |
| 4998 | 0 | 16 | 4 | 47 | 4 | 3 | December | 1 | 0 | 0 | 1 | 1 | 3 | 3 | 4 | 1 | 0 | 15 | 4 | 3 | 1 | 0 | 9.50 | 345.0 | 22 | 5 | 1 | 1 | 2 | 1 | 96.0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 12.0 | 0 | 0 | 5.021352 | 10.8 | 1 | 1 | 19 | 4 | 2 | 3 | 1 | 29.55 | 1032.85 | 0 | 0 | 1 | 1 | 24 | 5 | 189 | 3 | 2 | 4 | 2.251292 | 5.843544 | 1.613699 | 3.386084 | 6.940077 | 5.241747 | 2.073172 | 5.644386 | 2.733760 | NaN | NaN | NaN | NaN | 7.95 | 282.70 | 1 | 1 | 1 | 15.390648 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 9 | 1 | 4 | 0 | 0 | 0 | 0 | 15 | 3 | 0 | 37 | 0 | 0.00 | 0.00 | 752.95 | 1.0 | 0 | 0 | 0 | 0 | 0.0 | 0.00 |
| 4999 | 1 | 15 | 3 | 41 | 4 | 3 | May | 1 | 0 | 0 | 0 | 1 | 3 | 3 | 4 | 3 | 0 | 8 | 3 | 1 | 3 | 0 | 11.50 | 260.0 | 16 | 5 | 3 | 1 | 2 | 0 | 49.3 | 1 | 4 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 1 | 32.0 | 1 | 0 | 2.267650 | 6.2 | 0 | 0 | 10 | 1 | 5 | 20 | 0 | 0.00 | 0.00 | 0 | 1 | 1 | 1 | 19 | 4 | 77 | 0 | 5 | 4 | 2.442347 | 5.560682 | 0.818744 | NaN | NaN | 4.343805 | 2.085672 | 5.284472 | 0.918828 | NaN | NaN | NaN | NaN | 8.05 | 197.25 | 1 | 0 | 0 | 2.506350 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 9 | 0 | 0 | 0 | 5 | 0 | 0 | 4 | 1 | 1 | 2 | 9 | 3 | 2 | 0 | 0 | 0 | 0 | 12 | 2 | 0 | 25 | 0 | 0.00 | 0.00 | 407.86 | 5.0 | 0 | 0 | 1 | 0 | 0.0 | 0.00 |